{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "52ad200f",
   "metadata": {},
   "source": [
    "### Harris角点检测   \n",
    "cornerHarris(src,blockSize,ksize,k[,dst[,borderType]])\n",
    "* blockSize:检测窗口大小\n",
    "* ksize:sobel的卷积核\n",
    "* k:权重系数,即公式中的α,是一个经验值,一般取0.04～0.06之间.一般默认0.04"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3391c79a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(736, 744)\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "img = cv2.imread('qipan.png')\n",
    "\n",
    "gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "dst = cv2.cornerHarris(gray,blockSize = 2,ksize=3,k=0.04)\n",
    "\n",
    "#返回的东西叫做角点响应,每一个像素点都能计算出一个角点响应来\n",
    "print(dst.shape)\n",
    "img[dst>0.01*dst.max()]=[0,0,255]\n",
    "\n",
    "\n",
    "cv2.imshow('img',img)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "attachments": {
    "112.png": {
     "image/png": 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yxlCAiaUaNVVT+nISEWVijdE0G67fu0fET51+6u7du1fee+/5556/d/PWn/zbf/vqp159/533bt+69cNvf2d3ZyfbGfzl//3v3/3Jm5GJRIUn7iFXKc75TKLi3b5Cpa23lBXSuNXmEa0mYyKNRVnUshE2ClI2rrZU1YpaN/Og1NAp9/NquXbLiJ29r6onAT/ePfwA+H5nzVmt+Da0BAFHmbICRDRMh6KWiRYWFk6dOvNzP/sLy8sri4uL8Ob2x5ZWj9xAIBAIBAKBQGAffvT9H/+7//P/+ot//x8GO9skYiVLkWZshQEmY6KIDZD7nLj9jHJ/CIKFCjljH6UjSyU2Kaiy6HKzpQjNQoXDSRUchTzLkD0Zy8utYtweHV8qiDE1pMEkOWzcsJtOuchxBscrP29n3bFVEiUhVmIyBlyujSmkK4KKsqjRqkLrJXdt43s5lJfQKijTGJNWGh7UuGgzllp1mbZzPaeMxsFpbmT34YChda3THXGODUIK4jRL1dpuHMfGQJUVpCrCzHEURYUqkXu5WFVRiNU8XnLl1uOLUwwwKdd3fysGQe3GpvSgGaTRKvPHGdfzS3dLzbWXUrpSo0px0ul0u8QYDXez0YCQ+7hRrvo6CKKUh5SyCgXXxKPp5SAiUeVi2wFprnX1p6/aBNXIl4lFnc+d85HKW6roZhmzuJytlSgynU53OBylmXQ6XWslMnHEvLG+oarLy8sARqNR/sBA2jXl1lpVclpa7flCPY0UpW8oYi3SlZvYCAztECVCVjmlSBSWGFAYZUOR0w1d7VVn19o3Hw1t7dEqLzYSNAr5mPftg+LfUem1Vyjc+dMgC4gSC0hJFXaUDVIZEuz8XO+nf+pn//W//p+/8pv/3fLyCp4E6Sp4XQUCgUAgEAgEDsNOv393ff3yjZtDDMdNMmD0KAr10YVNT0k123vUBQlgCyCgA4TGeDT0y1cxYAAFRh8idxsAwHbzwN3VsUOPLxEQFS2igDR0+amod+KB+BALWOP35cQs8SIVZn7Us6317ZMnb4yGQ2PMB1bW+yRIV4FAIBAIBAKBwzDM0j3VURwjtcqAZAABXVAHMADBGLCBEDQCIiigAnI/oHVi9NymD9YB2fe8WTI+xMXHzSg9iDm2P16duGfjmpKMYu2PMAIgeb0BADo9jEaAYmEBqhCtgok1PCRQRrlpXKU0Jr3rSv02mPIjDU+rvHj+Ip3DcfBzP2h1wnn6qfNugLXgCMMUkvYQdzs8yobCQAYokHg3JEVpGzGO6s4m/nUCNcZXrQGwQAegQtYhwKZAjLgL7YCBiGEzZCnYbYrqXAspb4iylrVtXpqCjvv+tM1goqitCi1j/nPhn0X58TwxAMnlBqJyWLExRGSzNI67NrUyTLtLR+LYbG9uIE2RJMSsIsSThk+rtyKc75V70The9NfyCcW4VkIt/VUJaqCE0W7+JIOAqAd0YbuQLmAAC1hvzmmsgGuUpCz2IfwHGyX/0IwoGptEUNez3Ow0BFIgA+6V937v3tYozWjiwtLHjiBdBQKBQCAQCAQOQyY2Y6gxSDMsPrV47PjiwqlO51gqkeWEkjhTVVXDkUHCGhslo8JIiUqHrMoIKQ2LVqvPXxkyvryOvDSW8rgz7cbZ5OWB45drLP6Zjr8Qbzz9gw0cLhwB1LH9Be2b/u3tO5du3lvb2xsCiqXjZ59/9plnzy4cWeY4UiKlPH6MqHixxqAoYl01pSuHW6jTtGombAJIWrf28432FET7PNJ/sEtUZtmisdUm3veU8fRlPsSwagm2AzV7o9vnL196651sd3uk2dIzOPKy6SwkSZx0Op2iWgg6p9IhCCHLvSHal/tJve/7BWlNf2ibvLzEE2HHaqGn5F3aCU/WIunMRXEy2BveW9u6dmmAC8BwhLllnHnq6efOnjzzFDOnaWbI6ULilh5TrinlenoZL2+GqswFY6/W8rWcbYJksZgrH0E0NjEQgbwRoaKqUDYMqFjLxsRRpKpplgJQK3GUMJmdnV02ND/fs1aszfKTVV0guf0WglVyVS5ENz6duBC1sWQ110rcHGM4j53X7XX39ravXHn//PnzWN2ATdA9ivnTK0fOHF05adjsDVOAmKBqKb9e68YY5SLuWaSr8TnY+4b5UDFJRiSryJSUyMCyHSTox7q7dvv9jbtXMLwHoNNdFJ2+yezjRZCuAoFAIBAIBAIHRsSKpEQKsQCQHE+e+pnnP/2LSyvPjSROlcWo1dSZdaQRqzFKDGVkjNRlUrgRVDGONQ9NPSah1GSmIh6MXyAvQIt4lmJuWWotWfVp8VHbnmX58XLLwinkuoLW39YlB2jtnvxytWZemLm1+ySogoRjBfW0vyDryc7VtYs/2n39n/ZuXQRw5Mzpn/q1X/vsa6+dOH0mFU2z1DDDcCqiBKLC1Y2KGqjC67TdVmmaElDfhW1STCuteWaVNtXEG71f6aph4U6NUPbgUACsxHmj04hJgDlJk+3NH/2n/3zr8vW13bXhCCdO4LO/efbFT34siZM4im2aEaBC0C7QAYSQqaa+dKXeJTzpauy2pkW2aiad+b4m7oL3eEFaLYNSI0pgUoiQRHHcSxYwSm5e2v67//TPb69ex50MdnTypRd/6V/+9rOvvKImVhDDMjJCGRLIbcCmSkJQ0tkFPNKauyNy+UbHe+J4xdKY5kvFVJGL+G53C1Fp5KbFPp4EUOW0VcQUdGmKSPD7arX53KkEcKlue8Utta3xCax2U5r7hilETMRWMmZaPrLYtXtvfe+/fuMv/vLcd1/H2gBs4hdeWvnEF5594RPdpOtmJiaoSDHbNcIVFvk3pasJs1ZVtlb58aCq9WNEmxpHqFxqiy9LsKiKwpIRJaM2kr2ubpm9W3cvv/7Df/hG//Y9ULKycsyYiPnxuscpBOkqEAgEAoFAIHBgiDgCYrWQFACy+Sx5sffML82d+gQLxQRQChoSMVEEMMMwQHlIa18+cuayesZGi9lYWipKKOz5pgjlhzz3X49nVS07KZSp0jSkep7lG6p/2qwN97fNJqLG39K42I+ymsYvqiaxgkT783Iv3r28vrtN0U/cR1kvmn/xhdNf+Bdm/kiHIhJrYMmwVc1DVXvXdrqVi12tKtXKkZoskpt/qnmcFMpDU3NpJ1NlblORpjzC3q1U1225X2/Twxmqp72K/FZrtVnvU9gqrGFlYhY1ShEMkdk1ZshYTLPu2s13f/hG3O249GYRvTM7x1/RucR0okhGyHcZFCHK8t4Pwy54dbHtZv2aMsGXrJS06irvgY1tBoqR8DjrVrVKcDfOUENIVCMlCMTygI0kGnXTYwt07N3522/jBqCY6548c+a5T3/26U++mjFbtweEDil3jyInV5Hb+a7az3SmYnnCQXXQZTiesio9gYnJm1j8KU5RzmAEZqDp7ejFm9dCvyg3ZC0/cLtbaB7/vThY5kDkthUkJieEkQJgP+R8Q3puvf2aVE2UB79nw1YyASKSpeHW0zeuHO31sLsLpKBOZ+XZ+Zd/gZ5+3jKzwhCY2B/43q4SrUzQc6t6bqyhq836E/KcxGM4KMpRz+WBcVVLVBWRKiDosCxgIxlcXl27nrmVpDoaDPqGSOWgFfLICNJVIBAIBAKBQODAEBFDIrUGTtJYGNKJLZy0RKMISjCIY8RKEOShYAiAWz5WdyxpF6saqoR72p6LPvkatJpgARBVtk7DiquVvLw6VTGatHiaX9pi/qfl5fzClJefvhiQ0PTG0hkkgukGlioEGGIuYyRmqx8tk4ld2Jih0e042uzNaRIDiDSKNSJPmCPyRAAae9F+fffWMLGoAGCqRQbi/J3z2aHiQ53SDqVLiF8CHbOipteTeiGI8yPjXnVtdzVJE9wX35EjEoqUjLLCbDP2GGQiUTNSNabo0QlGyeowuhNF8xTFYjO3WaCqAgzicmEU5TJDuWbL100nSVetW8hxS/eaogAcRu16JPiFdDdugAiaALGAhMTylmAvsytsu5TNd9JON4v3MHJG/Eh5SDxiWOfRRB23aV7dw6fR7WcpVW08+V2LJvQ0f2xwraXhOz3VZaFx8dzJw1S0NvkzW36ouLVparDC7V6p9eEzdpuTqD7Kb5aJQCAIRRkhIsRDA3BXQWmqUJiuJMu73VPr8XwMsCBSQN364pbi1YbC5HJ8FBifHt0RRn2SoDw8O7mAhIwRM9HRjO+NKJEiCFqWjlQfZ7m6SZCuAoFAIBAIBAL7Mx4whUDO+HZhhC14TzQCnFNDpDACIdhCBqpJCXWbbEbpp7GYpWHRV+oM2tQZP1lNCKt91BoJa3pRZ5euGncxoYBVSXzfsYaQJwoBMjWsxoW+4jxUOCxRRlQuuzSe9OGqjsfVkbq4VrvR/GQiIlE4mbFUmJx3lUjVJgBIXEhp9ZSRZsScpsWkRTHqlVU2Vit+6K7yRmrSVfHa92qRKa01GfIa2tc6MlUFUoEo1EKsskIlXxLrKopYlFJRVcosRPJiMtSgjAWmwu33ql6QbP/gJHlzTBmlyXWoZQo/9eOJP/hcv1BAFJkTPVQ105FgFElqs0xSidQkiPcwwmBkR5kTR9w/YrTpVij0oOr1vviq0HTFuXZWoVsp1eY3d1e1yaEt6haV6b3ieqMr/yMAqHmP1R0W+YrWsmq5hf3uigoV1J+mRJExlCAckRIrEuIhLKzNBCONLMAKtXCxxvb1/mnOpZOmzg8v/neWXxsyVhkCWIWhfHq0QKaIEAm4rOc4jogO4mL4qAnSVSAQCAQCgUBgf1pjEqkUjjJqISlTSgQGjKIj6CoyF1em9MipG8tu7eABpKvS5mo7Sxvpc/tpQqZoWZqlY3/b8y9e+IWZVv5GPoV1qtQibJXXUnjSVd1TgwhWEQGRinExeqS8T2IiLv3TFFHDcKWW0u63RM9vuTKfsgnh3yKXLl61O2tek0Bt4YF536L4uKTiFU3rn7ZIk85aPrg+Q94SJhdGmouiKmAUEMQWHVBEoGITelUw4oi6rDGDrSoTqWtJZcCw24uzEPnabn+yRNV+fPp4aqXMZ3yrsseH8U0D2PmqAXCdmskoIkLEFBmOmAyEAYLpMDGrxgS4KUGqmYeA0gWwReiebtprrbZLFXVSgzX0I3KSs5+iIblOiLpV9rwpraWFFlZdscizVMCrlF7hDi1mNJ5PkCITkHG36ZY9CuC0c2GoUcQCskgIBFhbeF1NuKvmbPkEiS4PiGq6ra9h9wVXhxDcJppMsMULYvX35ZDMfmAlfyAE6SoQCAQCgUAgcBjymEf5j2drMDTYiwARxIpYEAncyoUyMItv2uXmSau05PL3fpH7fgdUd4Hxs63RZtiQ57DRPLewCmZxnZhFHpguaUlx3Ylp6kaaE2jygMwKKBhgDFlGRm2ZnEFGyaiL3YNEEEm+wNLdO1F7XLDqmuS1TnVeVVItDW/XNFw3ric6oZD/akx2VIVCpSGsTWkLVwZ3C9XCT1/GGlvy6bf1LK3cuFx9VY7r/FBiAmKCEXQVsSqL5SIdKYz2WOdYDBGzpi6ym6oBDINJCvGF8uI2Qn0VknFN0CgaZcY7mNRbx3Pw1LnHDl9WI4CcbK4ELSJ1qcYgkEYqJKpWVUGAgRqAnFbiulrD1C/t/5aaUkytDRIpBCIXxk/b86ji+TUC58mE3N3kMEE6c+OUCg/K+gD2krXEXK+yJ61Nd6qVOD52sZkoB6MCxBCFKIyCVVVEQcVkL4ws0jRWJApWRAIimIOOyY8eNPZ60reMsuerqWACk7JaghSO0mjrF481QboKBAKBQCAQCByewtYQQsY6YhEmjhSRIiKIe9jrOeiQW0VFhQQz2Vhp+1Ge6wUt4Y3risnEPOs6F3keB/nKHZ0S8KWWz/iD7tY040mqkvtlrt+qv4YoV4iaihIIWf5PbanSkBIXiwQJMIBRZVUvBHtuupf37hur5ZG2ghdyjF8DE3w0fGVF6/k3bt8tFCIiEFTzza5mj9Se51ZcoCZdjdVqw2PjoL5X475+ROy0BQOwwkBcbcPb3I2kw9IhYgiRElSIidQAhpThNQQTiecTUV2DWNQCykzF2kxfbR3HP94uyJR1ULSJ3zIzV8jsSQ/ChLuq7sLJrZTdrRVnAAAgAElEQVRvAeBEXVIoayRqIawKURW16iRHtykpwG5bAk+6KvqAUlv7zlJYLipQJ4R313pF1933/DK01MJEYcJ1GCddlWK2y7XRy8mJdU3yAnhlHheyZ8WbrLSYP53oFimMgkQA0nL7SrWsYmAjRaxgIAKo9FQsMmvfzOHAJTtQk44LxI+XuMONxwxTiqhFv2AwQAJCBrV+/+DCdfahlvkBEqSrQCAQCAQCgcB9QLkLkyoBzMSgfBWMsxOlVIXKn8nuRR4buCYB1X6Ij0tIvqBTF4Zm/PVdd5qpfv03bMiGwlXeqC8YKNoX37Vfzj9YHPUFl2YaanlNxVshF6mdFKT1YCXihT93dpgA1Lb9eVvVqRf1eT+m1niVuW8baf6H3O5XqkRk887j9Yxm2dot2NJnrSlIeW+pKUTelyHq99Libe684hpFSAUu4nouFKqAOF+4A0C9LkNKqG+3aaFOaKhfVDUfJWS17DTT+3vjNqcrXA3F6iB27EMImz1VUiz7EZXNX99rQYmo2N3S+cPlui+RAVjcYCmr0JtrFDphAW/VZOWFxsrUMoGViqDfV4FKjPaVYJ3QNcc9BxuX9uqKGv8fT1aJHeWa5bHaro2XGfoCeVdU/3SqWouJCeTNLKqqKsXMz9XDAwcTRKm5kcOEu9u3dAeQqP2bKQr/WNG6Ya77X8uY99qF29adquZfJi3H2+IDPHKCdBUIBAKBQCAQODDeI/HCVCFDxd5/uTEPEXLxeauFWv4vYvccvhFopjT5WqgbYIfWJBrP1v3j4/mMu1Ic6CF+C9T6sv3EcYPE+0fqdnr086YiHDqVoiL8VUcudRUZy8t2TCucZFADhXoIT4BrhdreCACiRqyx3J53ZfAypWaEo2a+hHYvrVJC8LS/sfs7IL7AU8Si9xSKvPyV5woRVMrwMs5LRgFl5JpLi2pZP0ZEeoiC5oU9qLR78CsU+mA7vjjWKEW9KseSjiNeHq7uq8hIpYxY5KHFHmtVHTdqu7FctwqGPiYOarNwtQ7p7ZXZ9ICpnaXN47PgCxCtTF5v3cyn3qsmHG8ww0zXrNWxswiA5Ip4eVkmYm8j0nzyKTLK5ewHpZ4cIJuxpI+bgNPWWvlsPzbOxhu3IXBxPgTqUmx92fJjpWEF6SoQCAQCgUAgcBhy94ZiEzWUz/MLgSk3733toOG2BJRBvctf3nVzdCK+jXTQuMK+7EXe/6ieJl9MNzXz6b/rJ3pSVG9qBaglQ4s14krOLgd1MfH3KYBbFTLmSlIqBmVF+F5l6jVS0yBH3Z6ZUj1TKqepTxUqj7ugp9zNZDiV5RlPraUvhQJtNTEj05UVzuUlJsq7fHkaAUROYSy7dt6tHqZLR02T3C9ZycFKRG1+Ks3Pm4OqNaXf3/brNs1L+C8IoNz1ikk1X0uI4lWeVKsX1fnuTqoLFIpT7gdXWPJj+ifaxmD9FrThyjiu2E6pwilNomNC54SSVJ3N9+J6IN1PgWLRYXOu0mLIMRMxeZOG2/nwsdKFpsn0jxGTJ7Cq0qk2nMYelIzf5pNw4wCCdBUIBAKBQCAQeCCIiqr6qlButgMQENXNzDKN5AfKzx+mPV9d3/+1rqU1W4hu+W/8GWLfHKK0ZXTk1sxnMSOIyvjNKlZqQtJYsCQ/Q/ZURXiP6x+yjHIAfLvrQVpUnlqKQ2Ve2eW+9ZgvWCO4ZpUioJvnCuccTNQt/FMwEZUeDQCAtp0WvYLvF/aL290iZmzPwwt5rUZ06VZTSbL1ROP60eRM2hNQu8zgm+UKQFREJRdtmLTYWo2KDj/ukTKVskFnrTFvShnTn9oEqXq3OuDFJuM74DzAbNuQ8lECijkq9+sp3OMq1UxlQr99VJQ9d+Inh+Tgmtik8ex/t8545RJRFGvB/ecmLePgcSZIV4FAIBAIBAKBw9BYShDHMTMTNQ0wKcJZlQvEpntV+KfvK2bt6xXl5zPpimUy9VzGGvvutT6wPvSP/mmxkLXyZBlXlLSwup3kF0VxkiQi1bIhIpq0xKPyw/E+9y7hyxGFW1B5DhXGr9L0+vSvNSlZuwmtICcxwMUDKiy1KRcjiDYO5P98i7314t7xgzRj07ureQd1GRZEyGxmRaIoIiIiQyRVQGp1Plql4vsArchSrHgognBjaFSyi1t3V++BzcoqUntiTa2QtSFZP1LPsHaPWh4hBdSKFbW5w5QKM0dmNsuXqrwKjYm8AUuNou/DbMny4U5Uyeizn3xIDiSojKtq3vtyi0U/jcDFcqv8cf2vhnxHgjzrg26Y8CRxUN1qwlfD/dSQW9wtxeaXXhQy8b6WnwCCdBUIBAKBQCAQuG+YkiSOoggA2AU9rv0iniYeac0AHpeuJuHEppmYnMw3qGriQd0rpPWh9yx7Ec5auqIS/Lfj+fveE8TU6XQ4i7LMiheahOvR45tP/cf9VWpCQ6XsVIfJ+7SMgr0f+7fd2EF1pSnEgSnuYOWnxBgP5zxZtzp4Qfc7WbQKWeVqhshU1agYDoda7PDoFm9S/onzeHP1qQ/NeucJ+s8DYGKOvtbbUKnqx71TaHyATWrHtqoqNWchAkgAFdW8s1proijpdiZtqOZNI85xzjSv6w88J8PvPz8dAH+R9SS/sofEDFOoNiYe/7Ni0XJLcVWgnEt9bsFseS0mzlcQFurV4W/3QfXrST3zgTCzgnm/zT7hfAFUhRRuZ9PMpXW7Rxx0vf2jI0hXgUAgEAgEAoHD4RkfVchdAPmuRQr2VSHU3SjGf2M3bNSJD/qLg7P4W2Fysubyif1wVuWMws2BGLcI7+cKtTrMnUYOIPOVS/YmGVGldf1gjev8ug0lcYI4OKn1y5J/QNbYhJrScodBwIX5yd+IEqMxKPCQPKMq2n3EHhRtWnPTBp/pwloGvt8neb3KtdS9KI/LLkTQcv0y1PV9W6y9LDziDlAf5TX27fPT55wp+df+HmZozXjOQZ2tpk/D/kistzgBAFMVZ8vtM6hQt3CZqvXkj5RHXgBU0+n9l6VUGdXLU/O5RwEwwZQNdh+x/x4JQboKBAKBQCAQCByYamFa+eRcBe5BLgDvNzRK0cQlo5qdVtL6C3qSgDJJPxr/JT5Ft2r/ZLLyUcoULozLQ1/kQuWfiaiKirggyNVpqrX40wcx0kvdqmbkjyfD/hHPp0hILT43xd9K1qHmkZZcMLGlPngUEBUQgdnvG6WbVVtt+APjgVvRD1cQ22fA5jvKtd9xi5VO3gAb+2SW4rS6YlXFdJHhCq1kcpD88aJprljrWJ4TOJwXS5tq/zgoC+MzQW1kT9pIgQpViwnsgrQrGCwuRrsL+nag+xvvG9PP9TPfZxodO9FrRJ2UbHZmlDzvu6mrL9ziYYh6laYgJRCUKj9VLXbhBPB4bSbYSpCuAoFAIBAIBAKHgerLbyrvkvz9w7K6Jnnc0JhMM1F5mV62caNl7O0HE5ylxXGltEMUqkpM7Hbmq1yqiIirKpqoz3n/KyWOSrdSUJ6l50fDzSwm+15Nu/i4lV6qn20LJKfk8OgtLd/5RwHA+tvRFX2VFKa5srE8szAdJ99M2yeF59BE679sVCnePsjh6OfVbphTI2pPlaqe3leX/M9rClGrZDEuZRCxt1pzH41pPM9cbSsdgqprlA1Ubln4MLpezRusqpQZlbAJqWYp6PiMOnmGrEZ2flbeXK1doKg8FVaoqniiiarF2FLffUr5MJhcux+wcDijzjbl3Np8XrzW8oEE5eELy8dLTDq+/JuI9t0a4lERpKtAIBAIBAKBwIFx+3UR+/t1qRaWie/UUPsZPIN9XlikOnFF2n6/q8cixR+E6hn1BD6oX/U0IXwulVWqREoEcoFjqvMkNyzhmcGT7PjK5Kx7ORWbrCsUVF/Wo96LB7LipCyujtlvU9y+8nJ6BTikl1Gbp88+6b03pHlEpbzAxDomNhCgItzqg0Tlf4X9qeL3/AmuEKX4qJPcXiYX+kC+K+3UreNK3yxajeAtgPKi13uv/GpvisXNoT9+h1O062J7R7/X52KTar7baUu39TcZzccYMRTqDH8pNpzgCVeflWLENdXXqgM0U7YwVnP1OtJaSmpLUi/TWM6VV+mBp1Dy2tbJW2528nsyAYbyBYStObQUTdEMVbZv0VqqqSX38c5AECInU0bjI+xA48eXhqp5uUHZSYtueIhptdlbikcRaHwFUNUQTM0afcwJ0lUgEAgEAoFA4HCoqi3cOvzfxm3W6VR8vcgztA7mW6MzekRQ+ce7auF2cVDRq9U4mpRm35TTsh1baEnODAGRcmt5c+GAqmWApWOHVvervjOVrwKRJzqWNhVKs6o0eupXLv1UDiEHzd7efv249m4Wb+KZLUa5ztxR/c7lzHIBWMtY6EUfrHuouSgz+/ky1JbS+vtbVvs85g4ulcRHrcsQp+HrGFp/MeOJGBunNQV0XPsti19loY1DpbDVvt/ZDKOymnXq59WHi3vVfrtVmZxexaoE91cBURKFKWW4Yt/UqlTle53sKTXmzaR5G1bvy35cU2KbN15c2Gu8qizjtUQTmpnqteGfyOrEov1kw8JXzU9HLfXutYUyK7lRM6nzVX2cPCGszGA/l96ZRnMxoMp36t2I5h52ngI0IefZR+CBRlqt+Q8L1XUrrfcO9115YG3y0RGkq0AgEAgEAoHAAVBV97CWmLwH6Qqo7yDiW+E1+6Dtl3IhrBAUXBefqqfQvjGkvl0D74PiDC2WRVDtM5WmqlJFd2KAIUV+ufNMPfvKuq2LbVS7DYhWCYiay2KqxLPgXajtDHKGr0qzHioxYFwoqDNegwooSImICpVCK28T1xalNDleqrx+Ci0HQC02eR4tmMgVOze/PaeXQmtz90R+eGypXQVFYhRagiq4VLLqNn2evOg5zmjTovVokrTUqLUW67MuZrVb+9BJToRe2zgLn4iK2nA3oQolgrIiV3byClR1axB5Xw+ZSugiAVRJ3IaWpAwwgaHVAKvrRK6dlbhUqJ1aShBXgSpQkBDDBUeHijcSCSBVgpqiGRVEykoEUREV4mLsgZhYrdRL0V5bk1HvRZtuVfxtZlIJTloqSuXmp0qlksFCBMp3oih1LC5aq5ypGorqWCndFFpXlssKz/WyXBasdk4oZwOu1W8xp3mrhDl/UY5WomqMTKo4ITcH57fDgLQknk3r0PobEr85nCOnr9FMPFerkpej0WnNgqK03pATze+X/ZE7LmmW6csEXM1BqkycqKYq5GeetwLXOha8ryc3WqpZtCikdxG48pOXRfl952euRdea0mSY+lEtWX1CLk9+gnQrBOkqEAgEAoFAIHAIqjDtxQH3k58KOcMZQrOghX7k7H4rZUSZyixkaqYv35FzQwEIRstf584YF6A02JzlQJ5hWZgISlBGphBx9jgIiJ1FRBCprisKZiDfa7wqEJXGsQtLXEhg7qbykiA3dJyZzp4Ad/8QT7DStGY4tZ7aelQIIFiCqNcWxT+znxZZmkllY2le8+K8TAQghWGi3FBn1XwliygsIARhJyHkF408RUxy8zp/XdmNBAKMghVmzIeHCoHItYu7O0AjFCFfmiZuTZMkTz7wdlWrXYHuwxgsb8Lvnm5QKKnVTEkU4gxgsS76dSQKhTLRmEpCXsGhpEQqlKmOLDIhITAhZo1ZYyb2BpVvmDMRgawiE1hASZkphhKBXcUrq5IAVjUjZEQWAGCKAReBDIlCDUBKqhCQWrUgURIAICaNCEbEGGbny1aUpOh0Res0VIMHhdPjlKouoyAhKMhClUQI6gRtgnU+OeTcssgARvOx77qrTC1noT7CutlSYQsJmPNpp1pxqQoUrW7zwqmreQZiMBORNoU36+8jUbyIkLuNqVcUyjMkJdfAAMCCSK0LX3g/gY+Kub30YPILJL5GM4lSDCq+WfLkTiF2yzil3MuWimnBdav9NtOQSiCEWq80BAiYIsNEkvdjNxOCYYvqpcJxjIppQQuhzX2tCKAMcbdQJlaYYi9NLWS4Upp0d+TqjRVG86+heuTBQ39x1M7j8Tnj8SZIV4FAIBAIBAKBw1D3UlFUVkAhWBS/trW0B9ooVYPy17kpDIPymTa1/Vh3Fjlyr4jiWlUJckch/7JaWm6ltpKbUbmW5CwQ9pSX6toKU8TaZq57gbn/uwi4CpFC4ChEq8oKLU6xs+2GXkW8oqpuW5N5paFJyaZdyMtci9IaVwBPm6stL9KqJqfcCZU1DOTrkIqTRIurEREXKiHnTc/+tcrao0rAyjuY10/85hatlMpxnPWf25ku1YRb0NrVxi3txmnNFasNa3OWdilO0dw2V4WSQaTVuHB6hluI6NQLAsELc1auIRXkpjE099+KDSIndhR9KnOaRlGNpWAngIqLYUe5+ErE5LzAcs3QFc/Z3RGBCL67o1MPRMFFDsoEEWFiKKPWg4SgorViVDKSa7KDriIeY59WqC/2E+Rhu4Ri539D5cQCVRUmJnU+ZLX8URRykm5V3rZLwIXIUixEzCcgKbRQIqiUy1Bzvzwn+5Zqe5mzi85Uar7jIlpVqly9zUVBJudE5yZSanO5Ogha/1MxKY6fV76xz91it8rtUkBAxAChtmNeMV+hrOSyO+dZNzVQdUp3WdZCaROlsjfbIrWr1TKxP/OUL7RQ1iLAevN/noAKMQuVaFX286J3VUUup75yZp9JHqf6/7V+1FXh4xqOfRJBugoEAoFAIBAIHBrfZNNxg6P8yd6w//NPqfpBX/6GJ3KOVFKYcqxEIKN1GSK38fII2eXvdHHONE6HYiWCcaalFI+1UahX+ZPtXAuw7DyBlJ1mIm75jHeX7CwWEkNCEJCoJgrWwlZxNqBVdRGIkcsYwgSIJagiEhjJjxZWlUyUV/zKdQZ1q9HCzQPUONYq/LXi3AqgIJGEmSU3ERu2sfPJqszIiaKkMoSVCURS3ALIEsS5JBCo2PdKACUhwICNgqVQyihvC39pFRNIYMh5cTWXZVmCLZY+ETWXGSoA0ohAEAicY5F47VBVe93EnbUCvdooq67McBarU13HIUuwRJmSRjpnZI40YZMIIbUjk8DKMB0OkiQWtam1JjJCClEiU/j2qXOtoHIxrximDtuYNQJlSsOU+kJDkLBhcXqWW6MIJYZQqhCCYXQITMpMSqyiApXcU0uZEJNGznMKcIXIFEIQcWt0mUTFjQWmiIRJE9LItbBSpsiUMuVMyCoAYVYjhQhRCdMHaYv7x5soSBCRzSIZxkSGSFWNiYyhTNzGeeTWvuYKnyIqtuisJJKiJyOfGZSUWNwMBspd2PJ1h06VFKiQMqlRIQUrExjIvWWEkBEpQxjFJqPqlpYaIBKKlEufUzczqluPpsJQKAmRuClUYQB2YwqagSzYTaz3r2/kywXJO3BApD4YCWBYA4kJhgATKZMViEIl98Ma8/mtBnf1TaQgRUSIKI0pY+4RkFlkAmUIIbOQYumlm//zpa35fM5CrP78zLCFaG4IBgBEVQjqKkGIBazekkPXY9yyRAZIxSiMEoEsqXXLeQuvtVaFdDre/EPeV+4TSZCuAoFAIBAIBAKHgWrby7XoVuOMP/9XAomNyMbIIspE7XC4p+ke2ZSUTNzJKMoo4WiB4666hXharKTQ3CTTMisaGhrEvEcySvf2sqGwxlbjkcScLEa9RWJyC3DY5A/SidKIh7EMaLibDvYMx2x6uylLshgvzitgLQAYBrKR0dFcIkh3+lvrJCD02BzhaDHTSA1bQCPtLlBsIEOLbA8yRDaAHUZsmTHYM9bOZ9yzUcfMdUynigAz3T4s5b/xJTANVyP/uP9UH77/QaNRCr8IIljAWkQymjeI0gyDEVtj1IyGI5tlptMZWhmSzq0cieZoJOViPVXNiiswkREFA4ZGRvc4tZwR0giSZBkNhpmNIomMRqa3BE4wzDDMVHXPGIkYWT/V3TTJjMkoy1Kw2iiyUWTmezyXWEJms1izLmlCTJlkw5GkQoiGIzsaWTWGF+d1Lk6hgCbEUal6sNslTiNY3RtEKrC8szPSOIoX54WJDDN5IY4Orlvl2zJO+nRyK9TaTomYRAWURUYZzHux3YwGO9RN5iiOB6OteBHRfBQpEpHMOYgQKZEyaR5AjETVrW9VK0ncZU3Uzhm7bLdiGnBvgVOz3reXh3G/M58YkwBgJqhqZuM4EgixjRJDWW+4HUkaZakdpjucpL0FNpE1bBLqGOmw7ab9aNQ36aiTZgaRmI4Qj0DDbgdxR0faF84iJmNJR0yjbpdX+tt2sJd257uZ9IfpRrKo1LHUFYoJxGxZVUS0tpbxoQtYlcBRjqzSlSay2rX9LiyPbDYCU5fiCJAUqiZKyWiccEwAEkWsqYIFkRviFgBDgEwQm6wXpRilo/4IkpBE6e5WTFmysLCTym5ml44em1/gYUZCwmztcCcSmwgNt4d2xDHPGWsYlMXIekZ6URY5CUcMpx2WOMt0Z89uj3RIHe7ZETJrk4U5nUtGCXOXQQLJGCqIhYwKxYxYEI2GcZZqlm1qsmt6HFMSIY4fgHpVpyagzCKlON0NudKpEQ17ScbZtuxuRSISRXuIwUvMy5qxUUiClFoDdRUjkGDyr57U2L4drqkOOOpF0ZEYS8O0M0iJu5ifx57FSOH0o0hHsR3waDuS1ED6w2yYMcxcnBzpzS0QY89CGEKwuhdhGMuQRgMjmYgM0tRyZONOxj3uLlOcjDJAETMMWcjA6CjSjNKUUzHDDBbU7fZVU0S9heU4StR6Wmr+5eXVqbbPLfXdYWufP2E+V0G6CgQCgUAgEAgcFl+umsUkr0FuvRiBIbAD2O3YpHujvTs3rm/cvD7a2rSZNUkvWlhZOH7m2FMvzS91LcMWEUOMwiik3ODQOUZRBt0g2US6u3Hr2urNtf62HWWJmMVo/tix08+feOpsksxxsSFcZKzhvozWtlavrV26cO/G9YQi7i73Mb/8zCePfuyVeG4hTtzDeZuYtMfDRLZ3N67fu3xx7fbqYEBRcjyZPxl1jx17+mMLx4/DEBGMQRKnanfIbu/t3F27dXlt7fpgbzAc9jIcixZOrTz93Mnnn+/MdTPZ34CoFr+0eV2NnU0EcjHmnfZShpt3rmTkzHBqxqAHUAZSiiCxDDtZ2l9fv/Tu1asXrm9vbmVZZro99OaOP3f20z//uXhuAQaauVOtakqEwm8AAARIkHa0T+ne4F7/8nu3rlxcW98c7u5ZdLqaJM+89PJPv/ZqvAgxzs0kY2Q0Go02t26cu3zr3NW91V2VLO4lNDc3f/LU85999dhzZxEpk3ZYe3ZkRiNO7c7NO2/+8zu3b90bZhilokln8ewzz3zmk6c+diZKDNwKMCkkDwJLliDLhtu79+7dvrZ+8+bWwulTpz7+se7yYifugQD7sPWRfXElVagacCzxzmr6/g/vXHjzDmNBk3iPB2ZFXv7pZ1549ghB4pgoiixhJJJH13eZkIBVrSUwrKGsu3ELF9+8vH5hL95LKBpk3VVzanPlJTr97MnePLEBMdQKCr9Fm2Vk2KRduxFdu7i6urbG3dGJs90VijtzNunMU0YyIE6Treuji+/evnql3x9GKVIko6SbLi7hZz//iVOn57gztDqkjCI7l22w3TY3b65eeO/W2vp63IsGw02r20ef7px+afmZl4/3VhKbpSLEHBkm0aYE8SD9RnJvmTJaN1XqsFK+NEwAQWQwZ2hOhtFgZ/vW2jv/fPn6tY2BTbMI6CVzJ44/++qrR86cjeMuGcSiRjJolKkqUe4zyHmMpIizDm2r3bt7/eaFt2/cvLIuu/fm4nRu5Vjn2Knlp88uzi8No45lUGyt9o3dMaOhDLJ3vv/G+Xeuss71bJSQSRe6pz77iac/84pZ7lmDLB0Zu3NkPunxaO3etctvvL92aa2/PkwHyhQdOXn85KdfPvHpj/e6C5YELBHAKgYGEUgRicyrtRvr1y9efeP27mbv2KmzJ89+7PjySlchRIxy54QZ9g+dlmC2fe18D6NculLEBqwC2YXs2uGdrRsX169eu9ff7ZtYsNztPvP0yc+cPvWxOCm8paR9IDvvtU6UJbKdDW6v33zv9o2LNs2gHStLUXK6s3j2xJmXkyR25bVAQoNuPMLW7Y2r727eupbu7W7sDvuazC89fezEi2fOfmpxeZETpAZ7guFoV+yG0b7dunv76tXbd2/3M5tGHcwdmTv+7PLTL88dORt1iYDRQDq80+XtCH1K+zcuvL9x/Y4ZpJRh2OnZxaMLp86ePBN1l46SgQhy10hPwCrrqv3JxL4V/eQQpKtAIBAIBAKBwGFQbagf9R/J+7oRKchJUaqkqYw2B6P1/rB/6fwbq+cvYG0duwNwjOWTi6/8VJIc63VPgJioWvTnAsRQEc4HAKllGdpsY+vu1YvvvnH1vSvoC9IYZgGdpbsvfqrb+5WjKx/L2BCD2NrRPeYNGt25+u733v3+D/TaFRhG9wi6x9d3tlM2R0+/dPT4ggIEa2hosLO7cX31xvlbF89f+OdzSBVRD/FKfPz5T+gvHD1+DIYGe1k2HPS4H8umDlfv3Xzn3Bs/uHXpPfT7oCVExzF/am/4uSMrc3F8mk1SOH8d0rWhdK0q4NJnpHV1SSGKeO4lyNfDiIIYUQQzTDHcxt5o5+7NH/z9f/m7/+87/e1dFaVON1pa+qlf/hcLp058/OinRhGIwdatR6NioaJBvtZSSVOTDUzWv3v36o+/8w//+W9/2N+ysDGSHrrdT/3yF1dOnvn4f7OSAkkHXeryaDPS0drm3Zvv/ORv//xb27e3kziKe13p9k688OLckSNHTh5H13S6vNiJk8FgtLUx2t69+s4b3/5//vrtH72J+WWYBCZafOnlL3aSo8ePz8/PSYZMwZx7JahYtkNjB3Zn4+57537wnbcvXLp39rOfMktzJ+e6yVxPBcbFjXo4gWBmWjCY64rEmsS227FzFy7c+tHfX3j9uzuwGDGGMXQJO3vbJ392rXgAACAASURBVBZ/uneMooiYyEJsljGxMXk8aDYWtMeGYtOTAWw/uvDWnW/95Q+3Lw56o3iYbfYZiy/i576yfGT5zFyvqxhazYhUyKpaEjZZD6MOdpfsLXP+n95+8+1zp17odDofS3rCsYl6czya37kn6UZ261L/9X+89M7btza2NLUCFurh1GnMU+fIL70kR/Y0GZLO22Gvv2E2b8jbP77+g+++sb4lQ4HNkFk8/eLeqzuS9I4c57jbM0RiZQQ2lQxbn1MekIDldM1yTWnu4iWoRCx2aiYhobSHgQw27rx37u//+ts/ef3qnqSCPmLMv/LyrxJ96sjywkJXFRGkq5bJuCJLEVCcgJhA6Y7du8uD0c333vgvf/0PV8/f43Qz4T6S7srZF3/pv/9Xp86+IKI2kSQbLSTDSIc03Lp07vwP//7b//Tt70F7HTU9NrJy9NXhlzrHjx+bP8sGkSEapQm0p9nunevnfvCPb3//7cvvXEMWH105ubhy7Pk7n3/t6JF4aT6N2ZAB1IDmiJSRpSrDXdvfHdy9c+673/t/v3dhe+nsz//qF06fWhG3laTm6lVe9fsNjtrK2bG9WqmeskqIytOtPK5FomL57Z7K9tbWdbtzffXKuauvv721uwFk0HmYk9sfX59LvrTYOclLsFKEWfQhgGAF0JHYrXR4fe/e+7cu/eS9N99EfxcZYOfQe2rlhc/N96Le3MvRHI0YoltsdpJoNNy7fv297116583R1iY4RjS/lhy7feqWavRi73PdLsAYilVsW7mX2a2djctv//gf7ly9DCZEXZgFPP2JsyM8+4llEy/BgBmGB6x3dXhvb+Pe+Tf+6733b2CUkRWNFrB0+vRnZHHh6PGlowBGAiYlkGrlbnxonrilg0G6CgQCgUAgEAjcP55xMvMPaiIYwLCJiKyOBoON1fX1nZ0dJD0sEuIUFsiwfeP27aO3ut2nlp9aoajara/67U7Ffk/KLDzYHty6cXttdR17I3CHlxdkd4hsbbh+8cbVp0nmFldOJF0W3c727trRrdHWtcHGuo6EVo52IhETjbLtnTvnt06dObLyzGBnodMFsxXb3xms3r15df3Oan9XID0kKfWsYitNb6zevbB47fjymTNZlEVdK7K3N9wYbN68fefq5tYm5pYwvwIwhkPYO4P1S6tXjiams3TiqRFVMYBnrrji/y0n1iLKTDdO/MWGLj6LFUiWSbqXDfsbN+9cunjxztpaZ3Gx05tPoniQpttZeuHihRPnz9OJleUzTy11CVZUQRSrcywBIY9hn5GKUd1cW7tx7cqd1RtRT3rxHJnF/u4eRtsbd25cev89c/TnFp/CSg/zscYqexubO9eubd+8DjuYW4qX5pcGo9Ha5sboypXrly4dOXV8/viRpaPznCRW0vV7q6uXr7z/3rmtzbWVZ06K6aSg/t3VbLCzevnKlZVjsflk3Is1cn3DrTO1iaZR2l+/c/PWhffff/Pt9y+s6tLiK3tDgKw4wcit7XoEll2+5xerqLAaI0m6E23dSe9cGW5uYmGRDHfMXHJ7e6s/wuqN9dvXV3vR/GIyh8TJCpp75qkLvZSBBkRRRHPb/XTj+ua9tUF/kM4vd5ZNLLp88ebG6k28/9busRP9ud5iZ55MoohE1Co44flEuqONePtadPGHq+/9442LF0E03HtVbZaAkvm5k5L2ttbvXnvv9vvv3trqD46eXF5cNqntWDGCfod2z731Pidrz/3M/PLHOkcWTmzudi9fu3v1nY07d7YXV45Gi9sZhprGJB2C3LmWnPvnrRT8wsvHuvO6OxhkWRbHPYBFLNUbpCZ5UIu2dSjUeQ26CFRuXRsDYgDCKN0e7N67c+n9a1evbW30l5dP9ZZ7q7u3Nnc393Z3r168uPjM2edXjqNDCSglE4GlcLmifIUaOgCGg53NO2uXr9+5fImH6eljxyKaE1m/u7a1ev3GpffeP/rcS0+9+krKo06WnlqIs4G8e+HC++feWb93x8yZbhIf7cU762ujlO/evHnxnQs27jz/ysmo0415Pl1fvXTl6qVzF9ZWV3cG26dfOB1RL0pNlg7uXL168Z33zMry3NNHRzAj2CMSLRCsYk+Hmu1evXJh5+LVq5cu3XrzXZwk+3MjVkZD5q46Gao6QrUDRune6NbdFl8M4885pGWRub9ba9m4gEG+a4SRTLVPNOgP1lavX9pd3Yh0fqGnaTcbpordte21ty5fPXq68zNHuk85qYMImgeLIoVbWQtViE1Ft/sbV9dvnttYuwMbIV7sLCbK8WjY3xtc2t06cXRwotc5akmIdlju7Wysrl59Z7CzbuIIvV4yPz+ywNbacPPmtVsX4qVjT5vnYIB4ALPX393Y3by1tXY7I0KvAwPAIE1x5eK9pafPnHhulLF2ektHzXwU79y5u3Hj/PrNm7u764ipO9ftGtrYttjdvHfzxsqR08cXT/R6S4bUolLxPkweVbMQpKtAIBAIBAKBwGGghil5kB/SebwRRWzQZTXpcGe4sb52/daNtQjxM898/Oj8chLFg73B2+fPy852f2N1e/U2xzx37AhHgLOdON90DOzchpSQba2vrV6/tru1lyRHomeOnX7q2WPHj924df3ytYu6d+fapXdVjr2yvKIkrDvzneGtaxdvnH9z2I9PPPPplaX4xLFkMNy5cu3G6sb2xo0L3d4zqV08eTJemN8d7dzdvnfl1s3L22t9io6d+eRzy8csR6ura3c3tnY2771/5fziCDx/YmWhRxHS9Y07t65c3Nnqrxx95tj8SrJ0tGdGW3cub67vGNneuH5pLjk6N7eiSedwIkll482wfqd2mtcKpQmqeT6jrL/Rs4Nsa+v8O+9dOHcl5blXPv+LH3/hYwtz0Z3bN994+63bg+H58++NFhdf6vR6Ty8nSqSMIiKROJ84SmPa64jNtgbnXj/39lvvZohe+uxnzjz74pEjx+5cuv7+Oxf6w80Lb72+140+hk8sPs2xbtLG2uo7791655IM6bOff+30s8+eOLp048qlH79+bnugNy9emltcPPXC2fne2Syxg817N2/cuvD2xeu31k8/+9LyqZPPvvTiYLD9gx98fzCId6/euoR3uvH8y597MY2ALN9ErIOsR1m6u3nn8qXzb7z5/7P3Zl1yHVl25j7HzO7gQ3jMmAgQBEFmMidmVUkqSaWWHnr1U//Y/gdaeujqpZXKgcxMDiBmIAJAzBE+3MnsnKMH9wgEQDCTyVR1d1X5t7BW+HDd/cLs3hth2/fZZ+fJM3Q5G0syEYgaEcml3PdvH+L/S6vVLr3vpRNKTIw0IC90Ze/p5MkfDk4O0sb161dvFdvbW/1B+fjZwwePvopH9vVvH0q8cre8VWQOnrxnB8dEagSQigqSJB9cOT6Qr373cvdF9d6d69sr4ZPbW4HCvXuP7z951R64h78/LEr68KebHNREyTJpezEN8naNTsKjX+38t//rswcPJuUqChSZGw76q7D2+KQuY/943Pzqs8+/+mr64Yf9//K//9srW5sW+8cH7eH+yd7e8y+++fJwMpWVlQ+HW06bkzP6/Kv7v//vz65tDv/+P/1860ZOWdMdl9O9/NHjl59/9cfDk7PQL0ebcbvHymZKOm/k9zp87A1xFq8ff+vZd0/URWnVYoaNQfR2mNZ5mS2RGYgJzsGhyaV7+Xjn81/98eD5dPXqnY/+7pO7P7o2rnfvP/jm5eHJybPdh7/7ohhtX/voJjLuJFNzbK9jiUwRzHKL3vHTxzt//B+f2dR9fOdjtpXrN1eSHe883d3ZPdnf3f3dr3/7PuPGj97fGPWHcfz4yc69z77e3dnbvv7+nZ98ur29OeT28Re/f/Cskkn16v6zoly5urX63pXMw5/tT77+9VcvHh/k+ejjX3x696O7169cf/r5vUd/eDBrm4d/vKej9Y/X1nlAyp4iQgQsks5Y63Z2+PTR14/vfYWqKXqjDF6TAq/bxb6Ti1mwS3cvRCtbXKHe0K0Mtohd/x6n09xg6wEPY2sIVdeejI92d549omnv2rVfbGxnYaU+Hh8+2X3VNGeH+99oPtSwurJROL9oY0o0T76nhYfLzKPyOh0f7u7tPIX0brz/7zY3R70expPD/YO98eTocPfLXnbV89rKtkbfzMZ7+7v3n3zztU/u2s2fCxdXrw2jnN179KRWHc92nzz70uX5+vpGyFqidvf41fOvvyySX7/24eD6rbCSeaPDnYOj/ao5ePHsy8/XblRrtz4Ibui11fHB2e7Owc7BSv9avnVtbchl1j7fOdjbb7irj3Z3Sj+6cfvjfJjJvPPjX225+ufIUrpasmTJkiVLlixZ8kMws7eKqr4lZv0ZSOEg3iZoj7rJ3stn91/tztY2Pr518+PtrStl4Zt20lGzf3io7dGrZ1931t4Y/jjj/HJ4k87tVwZDpTqrZ0evdp9Oz6aDwfb12z/ZuvFByMitDOHTkwcP7ODgpd/bfu/wvZWVXqDmZHy6t7P7+Glv5Uc37/7NjVtr29ss7anvfd19+WR88PKFu5/c6Mrm2sCPKz18dfR49/H9pi5v3/3Fjfc/vfGeinxdPPqCn77af3l89PJZNrhSjDadGmJVn50cvdo7Oay2rnx4/dan/c2rK2U92Vx9/vDhyVE9PT44yHZWr76fb2xhvlb+a2oGv+NxgymZo4vYqzdWkIvRO9/YAd46Z3Uhzdnx6aMvHz5/Pi5W33//Z3//k7/7aNBrN548yPv47Jsn3zx4cKx+9eZH19ZXAzPNq0fP88EN5tDmqENszvZO7n324Le/u/feJ7/4xX/8z7c/urG13hs/uXZtkP/u62dPHn5Vl7z+/tBSATtsDw+f/+Gbe58/4v7WrU8//eX/9u+vrPOTL//Hyurw3he7O8+eu6zYuHa1Xw5yF0/G48NXx/fuvWw697O//bd3f/Gjm3evUXvcC83DLw4O9sbPTu6vrF557+MP3ToAeEKAOGlidXb06sU3X335zb1v2rMKRY/ZL/qGGYSMiPhyi/rvMdR/PZebHiiSmSLBx2L28uTer5/NoJsf3/jg4/c++OB6L2TXboStPn/2my+++vXM/Kv1G1e3h4X3cOzO2ykaQGKeeCW4tW4yOtk5vf/5/tFs/NEvb9/9ZPWD272VsLp+pRwMtn7z2aP7v39RrFY3P9zIez1RY81mp1wdds3eq/174wf/z+HLB1OpEFad4x44gFjNmthAmpZr7bUbH+Djv7/y4/8w2lxzISGNh2cHgz98rn/44sunj3HnpV39mNlmp9MWoe2t4/qH5S///dUPftqjcNrsDvTgxm/K/ld//OrF43bvZXvtNBVbLjjvPJMZTHlRxofXotPb7pwfOj+2iLQ6v3s5RVwVoohOK091mp69vP/yy98+bbryzqd/8/N/+C+3bpXSrG1tlF98du+rZwcvv3i4snlr89pNXUNjPihyAgC2eVFzJEuehFJ6+mDn97+59/7Vjz++c+fu3Z/d/HB10u5cf/h0+PnD39zf/f1vft2U+ft3b22U/ebFk52Hz776/eODSfPL//gPP//7v92+tjpMJ7e3h2u/ffWHr2fHj1+M1rbjT6u0mdF4Nts9ePrFkydPD25//OGHn9z92S9/tLk2uLUxutor//sfnz26/zitbw0/uH3tR1vswAIITCO0aSaH7fTw2f0/Prv/JdKNIuRFyINzi4PpLxza87iwC7fV26+3dypil66Bdq7Lz1/qALaUUfTo2tnx0fNHzf5B2f+b0Z2/v/r+oD86XTl5Fp17+fxsdryXaKe/9vHqenHpHRY7wPMLFM1ynun0+HDn2cHu0eb2nZt3/tPN21vkTo72H5Kntnp2tre3nz/zvWsfXl0fFtQdzM729g9eHA2L6zdu/+1w49bGdstuBz178nzv+GD3SMvVjaurG6NesFhVzf7B0TdPBqObWx9+svLexsattSw1L4b3nobd/cN6f/cx99fW3rsVa62rYzudTF+enr5oN2/evPXhf97YsszvUf7Q+4OqssnRwa7bLVdvbPYz9VC66I/xr4uldLVkyZIlS5YsWbLkL8bMTO1NrYr+bDzQW0sVR0o60Xjo4pmXenZ8Ysexd2W17G1xf9X1KM/T9RtrGo9fPN852dkLg35wPwFDBWJwDNWLpXprOjY789zVs+lsfzLof7Sy+ZENr7aYUb8arW6sD14dVyp1dXKyf+P9UGRydLJfn5xy8uBRtn6HN0Yy6nLtrV0db+1PZ6cHzcvHk+3r3rhPE5VJc7zX7O2juF2s3exdvUvDsxLHV6+fah1nx6eTydFsfGwiGUHbqTVVO+2qo9iur47WPx6sb5b+xKdpdTKbnjyfnZzm5Vlsmuw8sesvGf3Lg/6n0nnf9KK8tRiEECItushnAAkySHDSa9Lx8Xj88uzsWIprW8WNO9jekOxgWJe3q639/YPff/5NkwbtYYsOmgMEMjKamynILDk0Xipfd+3R7PhFtfcy3vqb9659/Hf5VuR+de3miu1fOzw8fXbw6OTls3Z6mPNm0KptmuMX48cPT6/8+CNauysbN3VlurLdv91enR5W9x8+23n09JN/82+YA6TRajY+nL7Yneaj7ZXrnwxvfZj6WCmqn9690Z/mv3q2c3i0P3t1Up9Ns36vZPKm3iptx6+ePNx7+HDv1d5kOoUCIbBzAIGcggikhHmV1D9tSQ5d+gh681GoaGfJ0Ph4wodPpmdls/bpaOWO9W7Oeqm7LrkebO36cm+/PjmKk7GsJ2bRhcMEAJSYGVnwKyP3XnWcz/bPxq+aLsyylbq44rFelSVvx+zG7uiB6786wP6L02qa+msllGLNR6+qbz57+fSL57tfjVfaK7duf7h3vFf540rSNNaNZD1vvkBXna3eCP/u//ik03r7+shtHjWuBvt8MLzirz1/YmRIY7Szged1MeSD9Lf/4dZPfrY5GoRy41SzfZdNOaz1+1sf3rxybWNzf2e3mUE1T2pAzOYVXqbfMYhvcalA7TsccpfPi++cGQMvtBUDRdWZ4sx01pyeVYd1NWEpVge37mYf3GgHp6Nh9n69Wb882ds5u7+zf/Rwt/mbOvXKRODzthIAzKJRJOpI09nh0cmr6eREZitudPXWzZ/9dLCt3XS2Jd3J/qR4+CKejTFtXCNSt92kqsdytBcPG9L8qt98v+7RCPberffb8fD5o3sHe0fTvUOZVRwH3HTd0dnJy+nBgdz62ZW1D34arm52ob5ye2vQ/OjhzvHnnz/fe7y7/+zl2vXV4ao3o5hataapJk8f3N9/+qSZTKyL0KgS2YEcf+dQfu8p+daIv3HReiv36nKs2eULFgFsyaPL0er4tD08QYX8yq3s2i/SGsXBizLo6unJ5CRVh1V7chKryhLgQPSGymkGoHY0Dpienu5P9k+7scOVq/noE6wMOJQDakXa6cHkcDI5Oz3sV8dt43pZm4nJNKEOsdgKq58Mr93m8tDzeHt7/fDg1XEzVjmsp2cKyaCua3jWYGZt0dP8Rlh/j0alq4+GK8P1tf5sUh/NzqrpWduMTYJvI05jd2DpuHC3bw+3f+bXOwOPrs5i3T57fFhNG9fbrpquE1CAnFdi/rMLq/orWUpXS5YsWbJkyZIlS34IxIs8mPMFx7dNEG9uf37j9Z/dFGENrNHUpKZzEoCctN+kkMM7Fs4wWi1OgrTTQ9Q9skhQZiRZ2IXs/FMNDWGqMum6KYzgVjK3CbfWoFDr4PPeYHVQrhw7hdRkTWwnHdUByCgP6Lls1FA50cCSesaUlaPRWu6OqtkJ6ZTSVKYTblNIDm4A7gtnLWPc6ABukK+v5CcBp5KmbXPStKepYR8ba7rUKtzQ5ZvKfUXoIrHvDVc2iuwIUmtMEqPaP40+QriQMb4LJSSC0qKaxxnYBF3LTbRxlyYpts71V7MrV2REiay/lq+2my9WRoPWutO2nFGWYPnFIupi0alsgq7RJsnMpMmI1n15lXtbrdufpmlOcWtztDHsB9HZdBZntbQxmjS1TWY0jb3N4mrYvNP1UBMPRr1exMu1A0c4PTnbOzg8ODxxvVqrOtWxqWGDXPMR9VfHcpi19ZW1gbvqvuaXNq3TeJZmdZ6Cz+AtIk5np0ePH9x/9fAREW9vX31cn4HhPAPzXO53NF78p+P1CXPJcsVEgJqJiUmH2UnXnCXuww87N5pUboYYcl9e2VhbLVYp1lCvwpJUDWq2ePmi3I0RvTRkM7NKpKkpS71RKtZaKdroC1eMRkO/Mezlh2gr1HVs205SihWm48np8eHxeIw+rtxa3fA3J19Pj8avUu41Vw0qLrU6LvuDG6Ph6Lo/Hh9mPWl5rHHmLPOw6cSOj1+kDiCYZrHj/pCHA5ddz7wNUjtLdHw6qbIQrSnTbHo6iUQWHLRtUtNI53xmRPOqvXfKiEaLhKVLyT90Ycd052P89qDb5ZC4y1LWRX4TFt1LDWYk7MSxOBXvnCVOFvLVTb+9uYdGZDIsZHVjsL4yLIjjuNJpS40gwpeLmujzvRIgqnVN10gnnHzXcJ28DkbT0p90R5VVg1FvMFrJwCPOe4m6o1k1UElIkmvqA17dZuVWU5AVrTOfFUXPg6qz0+r0uJucNePMNzU6aWs0UmpvOw02p1kRXZVnKAbZ9tpaDy/SyTS0OqDgRck64tpSc7D34vHDx9NXx4P++vVr7z89zYmlaauqnvUpWwzV9zsxLs/UZSnx8iavH7nkyHprii9uX4TxgRIjehVqItWMNCBea11xZmiiL7gYbWxPVusjHyV2XV1pgs/n7/GGh5KQoDVSzWrBCm8j8HrLg4pBrrBQ5P3hymB0rJNpNam17qRrZrU2hpTDrXO2ncJGHWAoSsvLbDDK+5AztFVq2q6LXVVz3QX1oF7EoAsbFa2mWepVMS+L0WiwQ3uItaRGpbKUWdNmqch15JwP+VUrMKWMuHQro6yXqTWoqqY9A4vxIiTM/qIi8X8pLKWrJUuWLFmyZMmSJT+Qt1xXr1tQzdtyfbuo4fz7cwDEUBJ1qorYxWqWUhugudJAXC9mRcsVpy7L3Nqwx5q0bWLXShI2EAN60cN+vhqtSWtLddd0bQPYwNOac0PzBawO1Otvblfrm8++eQg7lPZKrMs6NbNxHRtI9GZZ1hsgL1qKGYViuDJcWcm8q7pZasexahrTWIVYF0glev0sz30Bz1mQlZxjPzvx2EV9VjeHko4lZtRUbdXOZhHc94Mhl5l6TVECu7WNzbzYsfbl+PRsPB6Xkoj93ObxPVcji//+m2FV3+d1+JbHYV7R4wgk8AZSiq1004SGreUU1TLPK9R6kMa+x0qv2Cx6m1RUnQsnjU1hfShhXmFnBFkYvMySNtPu7KSuK/hstRhscg9UllnZKynSihWZp5isTnEis1M7Ndo70qPad9kaRts0GEWPSFTmvlxdGa4MjKxp29Oz8enZeMOZtlHaFKPlnBfDURg4kYzN5yFkrvWwVNfjo6NuMl7Vnlfx2jmkl7vPf/ObXx8/37177fZPP/lJ0z19edSKCDObLqw9ZFAsfDd/aij/OugNKwiISedhPESqaqaqJlGrSVtPU2DkA8qGUbM6xTz3bmW0NuitSHrZtnUX65jKzHjuhgQ5wAjKIEpRm2mcopse1pMpBsh7sRhScm2kpuitrq6X/ZI1oZqimjVNQ0QpWQpld/POcPMameBqcZsmG49nQZ5o7SopNAVJFNUpHJGXUKbVvDRGrGt0vYR+6vqnp/HsdNx24By9HmeZL0rKstpz8mTkhdVDVqXx2lw5PtSvHj4/ODv2GTLfBdQZ5YOiYHMpJoCJ3jZ1XqS06dxYc35EfyttCZf1E7tQ2t+Uq945xQRjml/lXNdqW3cnk8lJNV1zJj2PUcF5Tj5kQ99bXQlZgEiqq1TN0A2QLQoPiQASQOaSYtO29bSRSqSjVl1bFNM+Yp5JXnqi9bXNAll9sH+6c9BNapH+pLVpbV3rlXsuX9O812SWaMb93mCNfZ7Vs2msp1JPZ8fm6llsuyiIVFqx2pUrE2fR8XqZlYNeFrzVnU1aPxOaqc/JcyI3a6uzr7/+6h//8VfrXP7t7U8y3dr7/EmS2ijSa036+x7yb1/y3/Glxhv3L0/SO9/i0j0TTakT7djaHK0j64Uc8FDyAtcfjjY3N565PZlN2npsmi7LHXzeEMNMYmzrurJo0AxmFIYxQ+XgnC/Ksuj3y6LQFFM9maWq6mofm+k0VRVDexRWqN+THpIGSH9YXtkenPYxns26NGu6upnpjMd11wHiYZkUqxbWlFrjk6zXX1kbsSO0VWoqaU8lWmqb1DpJpVJwvX4M6Byczwe9crS92huGY5nG+qjtzpJc5ze/6vindYb+/4yldLVkyZIlS5YsWbLkh2D6RtqVmdqluh41kL7T9PAaAYwYcFFDTFlKGaxInFteasgSt2zwoCKUzuVJEaMC5Bii8x24cFwokcASxJCcxoDOm2aZz51nJR80y1H4LEOq0Z6m+szSOjmqZqmqVMQT+SwLIQTngucMIZDjkAWEpF2MHWmx0sa2bkpor8j6Re6KDDk4tzLjYZGteVcgHYhMDbO5gGBwUQzSRW6RJ8vILHqiwDk5RooSu67rUhLv/feXQnhuN6PziHpA32mHeKPejRbr9YV0aLCLnowgwANuLpyZFw0iItGrkGgyihQANiT1LhSBnJBPCKo0baVGuPyhCuJ5JjOJIXY6ncUuGrHP+0XeB+WZywpXsOtFYlgSioQ2dFU+Q3/S1lOUTWg7B8vgM3hinxWZuJCXBmbm2LXT8Tj2ConStp2Z9npZWeY+IA956fuuyhFqdWhT28UGGrWrAIPF45Oj3RevTs8mk2lVFsUntz8+OEovDx+JiPNuPpTERPNAnG8riedmkTeLNP/iWs9vr+Uvbp9rwTQvyBXRpo1NCw/44PIyy8vko+PgfJ5zFqKi6dDFqaS+SgDb/LUEtn7JswAAIABJREFUIhhb8qQOM0iUdKwCGELOeVkQ1WLMIXOZE3RqSIJqVqu6kEdfdP01GQz6/f66d8HP1s52/eAB4wUmSWdp1kjmkdSgKXZRmX3uCoWP2qvPOo6jly+6x1++evFyGnIM17G+7cuBSzpz0ngHJTIOSXo6HtZ74fSFf/Xk9NHz4450fQvXrvbWVrjw0ZObZ5CdD/nbx/m56qGAu/Bcvfnk5X+KhSYJLHoIng/+6zNoUaB2fsdYjZlFfdf58en0aHrWWtOhEhcHI1dmKxnHoMhHI+RZJ7Gup7GZaVTrmObqFYmRXMy8CmLVpSpqMrDrHLc5pAguFaFz/WLYC2WattbGtm5PzqZttKqTatbYoJ/lhc9hBTlXoAlhSL7IkyRNkaTTjpt6MmtmTYpmmXpPoXA9Jp6iS5wVAEnbuTahUass32BnmE2Ojo4OXrzcfflq/8qHP79596cmz+2LnaoZe7Y8CwvdymieNP/O4/3Notd3PPuW9+qNcsHzfKt3aokXqhYTzExU606SBrMeJDq40qPIwI69We7ZsbbdBLWKtmpR4eZTSmAyzNP+1VjV2kam46qtI+DIkwWIQ8h97kubOCMBJWjbStPENqM0reO0Fqhj5yhEFA5RGf0SNMjHBe3Ousa6ZCl1JBZRJ0IygFyW5wVnvszzgbfSFyV7D7NUV93sBMmpxjparWYsEmrxECcucw5Ff23UXynhFVa3zWnbtkWRgwFZfDlEbw7Uv2yW0tWSJUuWLFmyZMmSv5i3Y61swUX521vPk51//X5eIUIEIVJyTMEoI86ZM7hgIU+OW2jmyWfB1a6tWwKDyLFnXXSLs7n5SMAGIjJTAkyMhby4aB7sDVCNSp1IpyJd18IRyDzABschzwfe95gjUyYdUkccfPIOSlGEHaEoHTJJQbTsUp40o9DPslys7bR16EryRd4nl6sRvMu9ZwMseD/w2YBDrgZB21rLzEptpzPpakMH51wogs8vRpLesTb/k1NwfoPfFaF8IY687Xi4iEgxOEK4LF0ZDE4RElIEK5FnyiClybxkiJ333qlR3XYxNwEZKc6tdheeLgKpJeNEDi7kcJlAkhkFKFMdY5NSzxERPJAphUgsgULPFSvmS7EjQQ2cOTdS6jrnCw6MkJFfyfIeeXQxNS5FpKiOOc9zwOoKrq8UWAOsdCmHZMiHPSWkmMBaz852nu+8OjzpjdavjjZv3Xp/OOiVWQbHUGNiAjGIDUSAgs/jwb5z3P8a7K2fryFamKdEJUkyE3YAQ5ypI2RBvRPHEQA7FyCKlDpFArn5FBKRGRHISA0KjsaSZb7IkRxAFBXkuINrxaIpOQoZnEPTtKoFWFym/RUXEMqSyixQxvVhF/IIoEtIEkWTaoQFSEbigUAcCMHH7Jv7j3e+ePHi69OTvTPnce2Wu/XJ2pUbI58JcQLMwDFx1zqps5MH8av/e+fe7190LZvXjWujmz/q37y7Plz3cNOmi6TCXJjyt8tq31Q6Fnlx9IaIckm3upAd3z0ZF70KFhWIRjivSAYbEUJmubQAXF6WLjhAvQd7b5SbN2WXVGPqTCJDoQrwuSCj52rz4jM8QmZFzj3vyk6sMzjVIMTRWMmB8yz0B7mgOZmqV4Nj0ehIHYkmmECDWWBxDO9BpCqaIltual2KURIcOebA3HfIUXrMCETsXMiIHYEz78oMaar7Lw93X+wUIf/kJz/56Y9+tn5l/fHDp0oxD0xQFYHBvqMBx+VH35qedypQ3/Xst973jRcQX3RpJAPFZGKeXQnHjKQJRYBaYo1ILVJt3QRCRiIQMSXQXOonkCloUUjqibwk0yQMMjQKFbBRAlNSTSogA0W2CmiMRMxEMT+/CC2sEMSI0GqZrGfIQW1g8yRmJhYUARzguHSWAaRQdWIuCtQIxF40a2WgDLhI6DJDlhqe1NKodiQJDHIwm7dHJRNVlfnl9uLgnx/Xf4n39p8xS+lqyZIlS5YsWbJkyf8C3rm6eWN5eaFeYbGWJJDOfT9ExEakgJIjY8CDPXGCSiSTuTrjmaXtOs584ey8+gNz/xeYQKRKMbokgImpkClBTQE1SwQDGHAMhrEKTDG3VsAystI0V1XRjikHuRg7RCfiklAUMRNTsdTF2CmjcyCiSrlkL4ssY2YLZD2zvmglGpgzZTDD2EfKwCxoIRWsBWHRNetcuvqniC8hEL21rDk3YMHgDAwhY0dEgBKISKFC1kGiCgGFUd8oJ4qMpJJExZEVmQ7Kugwz09zYve1BMqKOuAYrYGqQLk2quolwmRrMyIiIYA7qpMusy7hjagnJmXlIQO0x9n6YqDtTcYkhKM0Fl22W/a3BSi9zE/PMOeDNCKAoYhqTT53rOh8bF7sACX7StGtwwfH+qxfPnj4/GdfrWzc+/fDOzf5g/GKvaWaLPRYjI+hC/2GDO1cdLg5jGF14RP5ctdmfnZfF255HIRls4dUjJgjMFCYmiaGekYBImgLXZk5SxmxY7IckxIjzbm1GxItDGiwgIwsuJApRepIAg8EJQRkRiAufmSeCKlISmGMws88GvZx6jhJFcx0K4SwBBk5goUDOkbBlpH3WLFARO2uTTcfN40fP//G/7nePgRxXbw7ff+/GzY821rYGeR7JZ0ycjIDQtqSNm56133xx/5s/VioYbuKTWxsbN4bD6yt+lJLT1CWPkHNBTCrK7t2NIAhggxHYoN/V8eBSptIcfj2FdNFP0mjhRyRbnClGZKAAglpu3qVMO28SHDwbAGslZp1IjM4QwJ4YagqLQCAowZ1/gJGRKUGgRJp76zkUztgZ+kYDob5Sq8YO6mJrE/g6K0Iad4A4D0EXKAVCso6RjMDOkeO5lYho0SXTO8/sAMuIcoPvkHMqjOYXGvMuEiISeZihbfTsxI72m8z3fvnpz+7cuBbKzvwkL6woC0cEs7me99qJ9r0P+vmW/HaZ8utZW8guF1bdc6nPzp+iS49f/GBiFTUzsAGdWiOagXV+PSmdFc4aExCBeCF5wXCpPnduF2aiPGSeyFJH2hJ3TLlpF7vOjIm8qgJtjtpbzdSFAKJ5DTw5QzAYuCPXsGuZEylYmDqgNajBsTmAkWJPmgKIND/ovNrC+hXAK9xbSb0qTRNpyxFOI0dDMhMzsyQaO00RahAGcqbwgxvR/gtgKV0tWbJkyZIlS5Ys+SGY2Vtrksvq1Ts9RGRvFkzZXK4SUDJEYoFbeCSYvYFFQUTk3XxpSYCJmsp5fRCwKKBzCkfGDCZRihGqYBhDGapqJIDyQjBwlkgSJCF2kqICjigY58pI5IWc9yGEADOoGMQsqqpaNAhEYQzKzOUdSctooeKEnAJqQqZZUi+JorCYBwWmvlk/acHwRmrWwTpoJ5qSpLnF5kJg+v4rkz+9hPyu97icP8YAGV30UwNgSGYpwTqQ0FwQQACCo5RABHIMx+pd533jXeTXUsE8PNgYhmTUKTfMZBZFE9QSkAhgRIgxs/NEREiMmm1MNDM0mlpWC6CMzFMkqhQRheMYmJgFliJFIVUVqBlxIM6TOSEWR0KppeidJkfCXhQxxSIPkHZyMj7e33/2dHfS4YNPPrr+4d2BdtPxCXJ2/jwi6iJTm8AGZwAjnRty3h5GeqM47c/OyFunyrfvXs6RJoZhHnelUCLAFEpmjpVJVeb5SUTOMUSgSmZqJgwlzKVfNrASC9Ahb5W61BNxBCEOSnNzEgHEHJgzFZDADESeCMzwrvRUOm28ildXaijNZ4Zg8EbOmI0NZMymND9dFSmwvndj89NfdMdD6SqG4+Ojs7PTXtNkIwacqakZMch5R05XN7If//xqSU+nx9Ia6snR8UkYTfNCgs+Cy4klAIDqvF7snWN7XmP5J6aA5jrKhYpL9pYe8kbdFZnRPE2OWcBEnClcSpmytwzJk3ooeQcjixJTkuCcJ/KgjD0DkoR5UUprOtfpFSZmSTWagi2DZqzBwQVCn2gEHhBPAFJRS0lqotZRJ1rzopsCHJOHMsQjMTomeBaem4ooJHWsDnCOQKQ8PyeUHKlfxNCJWmsyZVQs027qx4dnO7uTR08PVzfLa7feG230ra256LIeEUFikpRUQbzI7Vp40ugNMetPwJerMt+asnk3TF3cfevXxRsnCM0vW3Otan4IqZnARC0tLIYWgMDmMnIZozE539Lo9SdcfLbMW3CCvVImgHFgZoJBBaoEMDETQ82LsApMLlQ1KNjggUiIjjpD51RdBLfMLaM1SyJgciBXkvbQ5YQEM2oNkUjnAikrB/W5ZQ04EXVsgCgpzFjJiWNhFmJzgIN5VW/mcGmsLqrA/5WwlK6WLFmyZMmSJUuW/DAu57LTvF7w4rlv6Vqv69cuPWSgBE7gRKyAnlecOUbGLOA8glpTIcBUzeDYmJUu1b3N5TAKgIcxETtHMDUATGoiGgEFKTHADIDJMQIRO5cDLKrGLIQmIbPWWA0mYkQO6MwqsZlRpoiiAvKOCrJ55ypnpGJRaa7MJCZTU4U6Z+a8UQErYSOzQhVm/rwSTcEKimABjC9pft9Ht3otCxoDc1vZO3QUw8LpdlFU9faMGAgLwxgAUCKKRMpEgE/mOph4Tp7ifPABwFQWH5iSJFEjZwRRMKAKkM5NREQwRLWWSOFp3s2QGEnV4JgzIlKLRpW5mVJNznguGAiZMMBqUErMyfkcDCUYXIK1qesSYmpi6kRh5CJRS+oCxHEiB8sD9QtX9p3LrWnG03ZyPD4+OTk647Wr127f6W9t6vTA+k69EcFMU4oKMTIDzdfnbFCdZxVdivL5HtPzlia1uHG+dqY3t7y4S7bIBF8suRd74WCB4Q3JBKRGphdHixnmbkNmRwxAoUpMTF7nFhuwwokFM2fIDBlRDXaZz5ScV2TkOnLznHNehH3BuTC3N6khA3kgzLtPqrEsbjhjh2CQjifeZ0QxOF84Jo9Pf3nrxzfunD2V3Ucnjx7u3nv8/Kx+ma3cHmxvhEHHQcjIoIPhwJwU4H/4P+/+8ufXT5+c3vvm8W+/mR3FV7zO+dr22nU3L7haeFS+e8C/daV5x5TMY67+3JaLUadzjUsMYAZ5PR9zBjPYFEwkCjMhgg/OeU4Szcw7H5zPnPMLv9W5yGDzmkFlR845Ijf3x6mpKgjqoM7gzDLnPIgVrOY05SSBjYk74RjJhEiEtPPUeoKn6NkAEiVDpupVyEyZEjhFTp3nmqVG6rGFoJlvnav6NKPq4LSqXz49fPp8b/+02r5zbfv9m8NC66MDYUkm83x6AkygsIXB69zrRxdH9Z/E7HWg3tvqFRHmKq28a0YvhKKLyxeTwcALHW1RuQcHCwQClYySLDdhCEDMzr2e/vnQnyvEBAWrmLVCtRXKpfCQKIOCQY7MyBaimzq2wlNJpiJmYKhB579fTJCM1JyAk1EHa2EtszDN7XsEkKQUu1qlocyAmdoYVDsWEEEpqSYWYVL2RgGmZM4ZkTov7M2zBbYA84A3IntTL7d3XPf/JbOUrpYsWbJkyZIlS5b8YC5UEcPcu3Ip6+oiR/ydnP/NrWbJ5t4SGEwJxsYQMg3GeWLfMhIZiIwpwpjAvAioIVuUpRgY7NSgc9EKLOZNmSFmRrawpsztD2KmxEYe7OcigUGjtpnz4A4UzZKaJTWQEDfgRtmMI0hhZgJoYAUxwSJRZ9YoOoMKkrGai4mahAgjaE46cAo2ZOY9vMpcbIrgqCTfvwDnfLxA8yWfzvUpury+I3u98LsY5zctQnYhophdWs2TGFpCC5L5+p1dULYGVBN6fB5wbMIEJnbEgZ3jxVpwvj90sT/mYUFSp9oStdBGJUJhakwEZYmsxsqIPnah1hCNwJw8JQ8NYJLgqecw0djEjkFmjuEzK3LNPWfivRLmHjwTmDLM5l67jMy5lOeJy9Tx9CDxpDs+rY/Pbl29uXLzo2vb169d3z55Pp7UY4MyzERUxUx5ricoTC/JVd8+Zv/MIf3WIxfqxZ/a9lyNfEPOgjGxY/IEySzL1DtlUnUGMiHoXFab60y0kAPofFrnK/WMKDOA2YFMDY5DgGdkJUJGnueHzPlnMpFzzGRszEYwqM0Dj5SNnIHn1ZTmnEHQKteJnSBTCx6OyXrBrfdWbqyvbK8Xjtovvny+8wX2Pt1775hWcxfYHJNZdJ5QNBYkbOZb6yPdWm3b5rMvHhw8xf7js2t31nvrOQdW8IXk96dH/12D/PYQf/ezl1ws57qMAsosBCUInCMGjM7HxcyY5koHQNbENmGuGKkxZd5ljEBg40WBGDHD5sYrQzQkJVFSJTIGOSZSkM0VNiYHZRYXiIXFkTkOnjO2jBIFCznBa0PJ/EJo5mROOHieu3KUWZWkpVi5IIRRRs5pQktUBQQfD23y4vh0b/fJqYJu3rlz++7dK9ev92yq41PponSR1XIfHLEkAYGcmysyF2XadGngvn0wL25cXJi+ffTTG3f/rIfUzGxe/W0C0rkRS4yUvBpgzhBUnVlGyGBu3kVEzfjS3J+7xoiIjJz6MvkhPBuXzuANnASSCMreuVAAfVgPmrHvnMvm0ehmagsfnxESIRJFswQTMMBmpCAFE4iFQhKflMyE0BHVhMa0AYS8j8FmvqudJALAQHDCwTxDgrITZvWkHhYAZiZmxvkF5V+VaDVnKV0tWbJkyZIlS5Ys+f+A8y/vF4vteXoJJJGmwAxBimoKyjIUQZkAjaoR5mieEQV/scg0CMzNtS1JXYogZ5RDOSdn7EKnlKKmCCggCZaIWtUmSRRRE9EW1K0Mc84I0oEUjoUIpuTgc6YMnIEzA4lI9OwyDxUjbQyVagM2mHUm6iRaFbvTJk2ADqak5BTB0PNuiN7YkOaGGItCyu8MCfsOLpeKGOFStc3rDS6l/VyET3/3LMwDwAgEgXVGwsxMAotEqkAdpTXCfPFn4h1lRVBI07beuV7p2M13h5igBjIiBEYPWpI1jg1ogarw1vOAkgecMKk3hA5cEWasLVKfYFqxjgNqp5ESs7LnzJScKjElwiR1Z7GdSkpsPoApQVpLLakEUIoaYyINGWeWEKsqS+0QbVsdHb96IeP4wa2f9jevcCvUJK2a9mzCMXkwm5ko1BgLJVQBAWCQN8dv3tjx8iN07n24tJK85KEjKOzc8fOnuCQtEtk8oczMkllSS5lRbnluubdWNQaQIwOiXazGQWQMkOnrpHIyR3CkICioI2qJEChwdIFczplTMJFC6gbWwTEFx3Sxw2Q614TPF/6YFyKCnbE3FYsJrTKIc2eB1MOEjOAksG7fHG097/czjMfQWlOXmioRnM89YIoW3mo6bbzLhhhu37x2873r24+Onmt7CiclIyMGkVMx98NTxd7mO97oHWYWJRKiRCSwCCZickROwaIWRSIZHMgZUpLOrCNqyBqyDioqTtnxfBSDAfPumwRIbJPUyapWqs6iy/KQQ0EJouw6TbO2SUCW9ww+pqQSU4qp63zuRuVwEADKc3PatqkxKDFnCi/s1DECsweTQQ2qYE7kAN/lwbHV1nXSuI4pTbkbHzx/8Ozx8fr2j6/evLo2HFBK2nbUCFWRm8htlLqTTswWao3IJR/iXGe1dwiChPOmHN8P+47yw8vXNaNFWLuZpRhFZF4wCCYlCMBkBgUzuWCUQVC1bZeit3y+n0wgW5yHTI7Ymw+JSJyDc2QWDEGid8mZgZl8EBcgmXcl4E3n+WcCJyGnkGXEYCGvHaeOVFQM8MIhkmOOFMxYAQ7Fmi+2gZzhyRwbvINZRKobdLWXiY81dwkRJgAFowwOJg7iDKRkwpC5RL1wG/8rFK3mLKWrJUuWLFmyZMmSJT+YH/hX9PnqmmHecQ4OZmYmsAipS2eBwNKxKfN8Qa4QNQCOjUlsEbdOhiSAAzED5JiDZ++BCJs3kYqJRAqDU2MYZcHUociQZ+oSZ0xO0Yxjc5pzm1lBqfEaWYWJxAxRo7CyTwz1Cp+AGlYzkgNMOktTsQkjRlVwsCw3RwhwmbLrQBUspzR2KeZGpUuZI+ecsAMzgqeQOR++r3ZFwCLb622txN5Yz7wdgfLmWofe2A4LMxVzUgizy3uDXr/xvjOdpq5jWDtLk7N2QJ3Edjztqq5ObI22jTSCFFPnyEgzszDfPUZgDD13XGrR80UhLku5tb6Go5TDgrCzEJObRe646ELP8jx3KbgZ0h66I6mPU13FGYInqixVqZo1rUpN2nrSMiBTJtVYaTfxqc5S07NRVKaoserq2gzWK7ON1eFK7u4/e/blr343PaLhXt2/drD/ZH3/yzKePD9+9LQ9Ok2T2ene4cOv7o1T099c376yvTFa7WU+GpjezKB6e/zeGEO7NOLvMli9lY71XVM+L1ljAjPBOfEhhpAsoTtr26PWeinrPCd2zE03m86wkmHQ7+V5wUwi0TE771XFoERkSZt66il41CTmDe0sSkO9ouc1T42kLjZNVdcYBpRFzo7OdStVlQgjInasdOFGWpSAeZvHjjMZnPfBFxQ1pkYtkilzKPrrq+trwz6dnlpOvdz1eyHkjp2xY3KOuzRrqFbEgtb6mbvy3u2y/5WzPW99i87BEfRyoN53Ddnl0f7TZ9I7apbftdGFq0UBYzawKClTMch9jro5892UVOsJirw2To5cVLRERhYzh8IrqSUlZmYYgVwQYwK8a32vTOWp+iphlqyJXYoNOi9VW/uGZrGtVVoAeeH7fWRqntk7M0l1JbNZSJAmdlK7WiQ6kUBcKIcIS85cj3urufNITUNRvVDsYhfaWdsSaeuoZe6VRW+lz05f7Dz8w2f3r96Ik/F+dbxyej+n8RGPp2fP9vR42trZi0dP4tCt3b4yurq+tbmxMVrJMqQE4B3qFZ2bpy5Cx/6MLcteb/zG1exbL5gfAqqYmwf7vf4kCyCBtkAktqSUhdqFaNTF2DF5+AzGSXQuqXuCM8y7SSQDk4NR0tR0M+3OIB5ySs1RaSFQctDO0BpNpxWS91neHww0njGL9wmYOdeAZDZDzppJ57omiBEyaBmp7ChkPrrM1Dq0ddNq24XYweXOWWGRTFD0Sthk1lWxDF0ZOp+Ma7ZKBRzbvg+JW88dWSspphjPvzhIpjIPEPvXqV4tpaslS5YsWbJkyZIl/+8x/5tbF9+0M8yZuuDzLPPsElI3Pd2L9XEWhVEhTeJs2k4rTz6VPgvBMTM7m1sKHED4n+y9WXccyZE1eM3cPdbcM7Fv3KtYm7aWWtPd33e+Wc48zW+d13mZh5kzPf2NetVaJRWrikWCAEHsQK4R4e42DxGZSBAkiyxJLamU9+AAiUiPCA/zJcJuXDO3Oaw4AoknAuLQpLHuD0ZZdgE7UUXOLtdiUVg7yaRwMJqjKKglsbGNVlKv6XPOkJ/74YnJAxN6Y70dZ/lo6L0DAuGG6JqYQgxx4CH9LD9xxaUUQDEkO/IyGo9HzhOihokaQa3eaEeiTqOQIEOADZ0of6K9gevnWf+8fzHMLcggroe1BmtdUldvmaCdCMSAKxmEqwUEpwSJlyrsqHIded73f+md/WxXygERKCEKopCDTAdZrebSkQ289cPcDSamJiw4PT8/OD0utFBsXCgwzrkBiFhEkapWahMAsdatqOGiehhGYiibnB6OXozbK1lkRFtMBuPhsOCgyVEdph3X261wnDdVGo7Yn8CeumzgMijRlJvsIpsMMmUCsA6atdbqcivNdb0eG4opj2SiRv0oawdEkbC1eX88HvmRqYVJs+aFLk4HX33x5MUXJ0ifoLWUxLppfFr0aXB5cOjzQ398Ofh/JK9/vhZ1m//wX//r0k9+4oCSwlGVzOoVDTMTW82SKNHc9pmBea48vbxt7mizsEIvTMooYxSFEaLERjEsMDobDI5GnZ6OkJIzo2F2fnnhHJIYSRwaHWhFznsR8k6c90Lekxd4Y+IwoXrMicYkw9nJxcVZLV0KocNs4i/PL7PxKAxQqyFKIlRL7AlBqIyVY2gimWZtKpUvBE8QbQNFEZEKKGYx3hfWF847LYH1YV7oyQRAoHXmnXK5CailvCKQIu2dZxXEYT6yF84bK0Hm9KiAKARhqlhBnLfOkxZwablXqk2u1D001XC+cth8A6bZw6arkM4dryRlhA0HsVaBsHKEwubjbDC0bkKBz8Z+nLlcCGHISWhqURAaiPOOy8N5CyElYgQ6iWLu1cOaQI1dMRqdXwyPUW97WxQX/fys33daSRz5JNDNWtgCcztKTqOQx3YyPD+cXGxozryzxYROj0fnZ2OhgMOIAx3Xo7gIzyMh5ciJ64/UoAhGOmebjyfjLB9YP1GR1FpFkAy8m9jMvXi+9+hir5X8a51qGHP/tMsmPy+GBzK82PsX/JPe+13r9trtj+7/5Mc/rscpUCWQmmfbZ6QmXTfom9tiVmDWrP4bdmFAaRVEcRwERitAJja7cNm5z8XRCdGgyC/7l6e2sEh7tVozMBETwUPKPjSNLvcChgQBpSnBDMFO+RNMjkJpKpdlk9Fokg2yHKwQKihfa6RGdSejkziWSx4Ohwf9y+M4SVgVgcsxHGUXQ19oBG0KOyZtJ7ERf8rKgQqMRxdn5+lyw6QwEpLV2cjljqAMkiRsdXTaMJE2Jjc8ykQkG7jJmOOxoG/tIJ8MCleU9Q6CIDAa04U2/hgr0v6ZY0FdLbDAAgsssMACCyzwzvDev27Br2/EXCwJeU8CCSNutYMksecqgxsMz/eC+sTEhWQn/ee7xelFTUeTTqfXbCcmFA0pEwYTNCMIIKK8hEyRUVE9iWqRh+rb/Pnl6dMOJ4atzSeXh4fn5+egEPVlEzd1FEVm4mLp1fw4LYrs1J4dqEHUDNlmo4sX+8PjQ2U96su1xnZYW9bxORdhUlcIJpIf5v09e7HBOGcZeZv1zwcuZxU0oqgdxp0wDcXVwzjQgbV53+cHdnIgrukxODze2z/YH4xzBA3E3SBqML+bAyJytSwXpn+v630qTdtrAktuUmRlnmQFhB7ekkQaaR1tkB0SAAAgAElEQVQrveB0NHH9k9Hh8XIzDtNQLB+d9g8vLnOFpFdvrNSjmgojsED5aQQjwXs41t7UKBnqhopqLG44OD48f/a8Geuwg2I8+uJ3Xx+dXtYaK1FrKY1WwqAWxkW3F6+tJo+eSm4v+6Oz0WSyZJTKuH806J/2WQdhrRa2G0ErjUJOOs3Npc56txHkk4vd3eX1pLOVBIzTrH94fjyyA1ULM2WGFCUrd7be/4HgWRHEAy+T0VlY5GExtKen/SMHiTHO/HCUjcZhq66YlWJm+G+MtqSqOaoPVy0wZ17BtfjBawTWq8QTIt47EDMbbUwQqiTlWg15CEzs5GTUWttOJb28zL/+Yn849vUGGmmgmbUKtFHWe4gqU5UJIJSbUDe0UhOz1K4vt4Jdnx8fX+zvx41krdNM8sn4/PRCQdotNJuNeqOujRaUPKY4eAvvWCyRhwKZMq0amMDCBO0TmiSjgT+4GIzsWWuplnZSkIp1r4aVsyN3cTggEaXhPfki6J+BCXluB4OLKDGbt3q1tiJRgTRsFj7bOxuMAAMKIm2CkJwir79RZDIzqFz9fgNkNjyuyRSJILN5abqyAbHMcvY5aBekutWptbtpQfnR4W5y0uwua4G82Dt68eLIE6GWNrutWiMxIUVKi4gXEl8dBAit1xPng1g3emGSuMAPs8ODbG9Lx87lk4vT8+cvjnOotNejepqHiJv1iJpJFLSbiRrT4GL/YC9dTZphoobDYvfJ87OTiyiM6/V6Wq812nUz7Httg9DXjcfF2fjJfj1eqTdj7h8fPntxej6SsOni9lBFmQ6Xt7dXHg5On1lm5935eNBPbOEIblIoH7qJk5PLYrUmIuPRaDKZ5FlOCLXht49wfi0V9Y20y41GJwJEiZB3LjCUJvpUWxmfFycHEoLrx14u+ifPhpenRimTNJutXpLUFDuIU2ANIoEiuCrnv+jAtzoqbRXDy5Px5GAy2nKFUcF4ODw9OX1xcn6KWoraiteUkzSbjSgNkhohnoxGu8cvHq010yAdm2Iw6Z+NL85JNOpLYdpTQcNEQBzHiUYqoLNs+HR8adJWO+RiOM7OTwejkaCx0ljZCdKejtO4VotiSaIi04WMTianL8KeRXgxnJyeX7zIpaBaErdazVanVqPs1RPHXwUW1NUCCyywwAILLLDAAv/ZKF+AewEr1opDQy6y9aZPO8aoYjR4EQ+LWLEbnp3vPctOL2q6Xav1Os1OoJQtlxRU1bJokYJY5C7S1EzicdBoNBtBczCGHL7Y/5RpfWu9WWTy4vBkMJgkre1w+VaS9pgM7GWIrBkWl3p4kZ3g8sidJ4gC6Z9e7u9ePj9IWEtzLamv6LAZpb7IDqOUw7pC4UenT852062tNFb64OnR2VHfjZEG9U59GT4srIYEJo5bvcZxfnF++uTsdFnVAN3vD877g75zhLSr0iWtorcUW70e77ZzlQmJZj68oMyqDoaIJ5f5ST1Q7V7aagX1I7k8erb76LN2Yydydrh78PSLZycXw7jZ6G2v1Vux0hJoZlIkBo5sDsUoPMZOokQXAXFN9dY7S/t9n2WHT/dbrTQx46Pds1//9tP9FydR1Gqv3llpbmgoK4WJ1PJqr7t8dDY8/83nv6HV7tJOJ70Ynu69ODo4Kpyr9dqmkUzITopxg/xSu7Gx3DsaZl9/+tsglTS5PebTX3z6q6dfXeokbIXLktaT9bvba23T2Pr7/wkDV5zlfT88bvpRMjjvP372q18ef3lAwdbW5o++13twu7Ozsbm1xQxtkGdzGaa/yVefKrDmlVhvbirylaLnpaRAvlrqQLSwIqOiWtTqBsMwn1wML16cn7TrI7izvfzp09NJrlZW0KjXtFZBEDJDhBRUoAPrCq1IeAIe2+Iy1EG9nmxubvXHTw+PLur74fb6+ljj5GRwfnYJSKNh0lotraUm8MKFlJnfIY58AVfAVw6/AAAze3ECRFR3w+TFp3u//e3jy/zy9kfbD7+/3e60wnFj9MKNnmcyKmJD7S6a7Xq91jOsnzx+9utf/Pb4KLt9dzkxnZ5JAtTspTp7Pjp9MXReUxA6zYEJI86ZPIGY6E0DZI7BfUuXfhbjOfssL+8oHlXKL2aIKCLiAEkjai+10ka8Pz7fffZIrYRr0XoWq4O9o92nu87ZtY21zfXVJDSBoSiEs+IFAlgL5wAHUCp84TXVO/H6WpNpnB3sFvvrthtkxdnJ4cne3uFoYpc3t5JOK2Mf16JwrEPNW+vLz89GB4dfJcdm5f69vChOTy/2956LsxtrK71Os1ZLTBC4kdQ79dXV5vj0jAYnF48f1xM0bnXHR+OvP3t8etTv9DaWN24l3dXV20smxmrjgzjvWD/pjw9lclLnQs4HX/z8i999NhzKSuvD2+t/e7/3YDPu1jqtdhRGUVQuavHWk86r1hacb4hS4FcSjldaxJs7yEx4x0Qcx2G7VeufhDwZ5M/3nFGBGvni9OzFfjYaJ2kd9VaUpnECD7B3gVKRghTwhAIQ8c47Xww9j02cA2enF0f1k4v6ShTL5dnl4eHx3vHRAWyUNloUxsPCmeFkXBQmVHFTj8enF+dfdIbdAnn/cm90cjoe9oMgUGlLqWg89kWoFXRaixrL0fDyeHz5y+HFsDFa8+H48vzo6MVJGLRaG9tRvCySAHGU1MI4iEKKjLeXx+d7XzaDGPXzwdnBixf7l9mk3lvtbmyHSXrV2xlzy/leTVHfbR3WgrpaYIEFFlhggQUWWOBPAQFBEULmEBR6pTor3VE2OTze3f3yuLDLtlvL+xdPnu7nl2517XZzdbPWbCmmvLBZZrNsYrM8ChOjI0+aFCio6bhnWiuNlZX6ePei2D150Rc5o2L58uTw2bPjvAjCTrvV7TUaLRKVF56ViZq15nIju5hc7P9qn55PTpN81D8+OBxPbFTfSNa2o1pLB3UTyoTCIKl1V7qY0Ojyq+GjU5osx8Y//XL/aP/S+3R7bXtpdYt1XFiAYtFhs10bnR+j2Dt7nvQH+0kwGZzuHeyfiVqprd7urt1Okwamspzfg8B6hS9ZMVSvO+aVVkioDKbxZXES1jYM9FKntbW8MnJfHZzs/vxnqTs87+mzZ8+ePfr6YuSXtja27m0127HS5CxGk3E+meQT8tYkcU1p5ZQNJQAkaNZuPbhd5NGTvdGnP/vHbNg4v6XPn54+3t2zHDeXOutb673uUpI45nOrwpWt7fcv5F9+t/f4F/8RhsHK2bY+2P3yV1/tHZ83l3ubHz9cWukZpZxna6LmyvLdBxj+5usnn/5mMjqk/NCbi88/fXx2SPXavdX1u707d6Klda3ajdbGWqOdK3+WnXN+Hud9fXpy+NuvDov/+N3gydr2xk//y9+vvnc37jZ1FBJV6aiBa/7hm005Td8mL0lKXpJcvcSDCV0rXjYXkwY8KULol++0P/jpg69eHD49Of7nf3x68kKtdc3Z/vDxszMb6tWdlbW7jbhhwOI9hoOxK4aGjdZMyvsgg7bWjU1K7fX6zsOd42f5Z4e7vxsfNF33ouX3P9998ttn4mj7vdVbH2812wmpgS8ZTYZ47+CEvVdFwWOvJqIgJaFDzAQUxDawl3zw6Ozxczfq79Z0161HB0eX2QGGZ+One3thmx7eXtq+v9Tptr0HFebyKHvyGYrzw9X62aSfFuLHu6eDJ4OTF7bZS3VEa7fq7a4OeAQUIoquItJebX6id/PYv3GcybThVKWWIiKjozRnly51P/jkYfH5V88+/6VzF8vZR1kcff7pF8+ePQ/T1oe37t7aWosMkbgss+PxeDjMnDMmaISBVgRoE9c7pG3v9tbDH06efXXx7NFngWiD7qD4+umn+18/OZ1wura5vnF3p7Pc8+AwSTa2127dvxj89oujF1/mvzglfXxa1wef/e7x7gHFqxu3Vle3ljppHEPnHLaX1j/+wceB+3I8PNz9rCgml+d73RePf/Plbz63vra1dWv77nudpfXm0mqjUdvpoYklUW5QHGfDowjZ+MXJ5cT8+tlnrOsPf/T9H/6vfxev1J3xgQnDkJjg5OWVCt6Ab4zflLliMvvnle0tAAVeIsuxrrVq3U7z4jwbXo72f0EZinPv7PDg2akbxXFzNV3bqdfrBGhyRTG66F9cFMYXRoKAU8XMRtUC02bf761283w8GWdHB4+D4KTWnJyfvjg5PEFBQWtlaXWz1uqKTnNBQYmJ6/VGarPj8/1f7NKQVxv+8vDk+cVoYExtvbu6sbq6EQU1cp44abSaa2uNIzkYX/z8dO+AaetMioOvvj47c2F9tdXdDltrvtBUqFDFcZT2Oi09OR8N90+f/JKClqsNTw6O9/bOvauv9FbjZpsMeZSSscpQ8pJ5vutarAV1tcACCyywwAILLLDAt8P8kzJjmpLm7UFCJLF3aeaHKl5prkwmxdHxyePh159/+ZwfN5o+E4wI6WqyeW9l574EJrcTFXDeP3v65Kv9vf00aa+v3qk3l2v1mjU89pGOeo2d99Ph4Gzv6fDF/uXB469NDWcjOB0ub/Y6S73VRpoaKeARc7oSrt1rAYPHu59//q/P9ylKYo9gMpKwtbm1dru5cyvoNcXz+YUH2q3le5t35XT/2d7zJ+PP//XF5zWEDQw8fJKu3+rt3G70uplWuXWGa83eWiRDlZ1dHDzf/d1h1rcwGt5hHET37q6t3Vre3KynBIaXOYfkXUGv1UC86yGJQCCQGukQnd7qxx9R2t37P/6/wy9+9f9+8W+FjMXDeV6+8+DBw/fvffx+b6kRBkQuvjg9/+zTL/b3D5Oovr1za3V1td5pFFago0Z3deeud2P19eN//fKzT7/+XVZr0fgyc0V8++O/3X5/a+3eanM5VCHItzkcbdwxVur7B4NHP/v5P3+1e7i+TJPL46NLU+/98Effv3v/drPVTESxqVFnfe2DjorPDk4uPvvs10f7j/a//LVXk6P+SdTd6f1Nb/PD91fu7ejIGCJjYh8YChCGbXaRse1xbk6CsxcmnFAxMBI1641WI0giKAhdy0X9DgtAvmzQqn1edQBhiAAiVVDa1MknACxljiRrzbB7P42adw7/0e19cXj0W/z8375YXro8PjyMQ3z/R7c2v1fv3TO1ZaNCsYW9PO9/9ulno0GxutpeXVtuLiVRYjxhQqNwJdr4aGlf+v/+aPf4Czn77NdJhGwCFWBth3a+t3zvg2VlJt5nZVYrLyjD3Zy3uQwyNcnNhTcwEQKl4UBCUWxUM1paa69vrO0+f/bVb7LB6b8EQdB/YWkcCuW6Vjz4YffDf9hpr6ekM+OCjdWVD+9/UJz+7njf/Z//+8+SdphjMj6GvUSzFb7//QcfP1xbf79Wb2agPhMJsfdl+qlX9/Mq4feNde6+qVmqD6W376ekyXy2sionWRmC68PcJax9c2PjXiGXg8sv/q9fff35p8//7T+CIM4uM03RJ3+zfvfuzubmqlYQkf5gtLe398tf/ur8fPTegw9v33mv2WyytpkHVLDy/vvnI3V4/tv9z7/c3z35t5+7CR2fH/cJ6cOf/N3Wg+07D+6SoYvhKIZavbtz/9KeDk+//tmj3f3PPvuP/54aLgYT4eaHP3iwdn99Y2e5HYfhxDGSPO7eefiBHeNf/ukXn/3yV/zv/04mlHzgi2Fn6/5Hd+988PFH3U63yJipbhqRdeSVFlfnwLlilI/cKK31Y4VApK51GgZxJFqMIRCsAwTE7zBfvSZqufrFLzG9c8G0V7tT1coC5aiWURE0VtKNi57Pjh8/efH4n/yzjBM9tozM6Fb77tad9bsPa52UAecLVwz39nbPj/veBY3uytad2zqMjeIoNIb91q2BUWr30fngyc8fPc0RWnhAAtQ2VzbfW9+621hdU1rlnpP69uqmV9Znl2cXTz872vv8qNOGFQw0mnc2dlbWtnd63Y5osNdMaau9Et4faYw+//Q3ZwePnn7eAUJMGGh1m81mdy3p9QITuEEOVt3Omtkap9Bffb6//+U/7x8gDy1GGraFpaV6Z3t5fTOqBYUTIcLv9Z7jLxgL6mqBBRZYYIEFFlhggT8RPEggaFh4jiReSnrUXOtPvjraxcD5CZBrhEu89WGy9X5t/XZmc0fWKKd4Mhod+ZMn/fG4WN6M4sAYWKDvgsD0oo2PV212Njod7j9DYeAG8DXoVKVrq7dur+4sWWGI8tzwcaDXknZ79VJ+hq8f+bP+qJ9At4FGtraa3nrY2lwPEuO8HY+DkJdr3djoemYxfvYUwxPkglEEl6K3sXT3g9rGBichM6xjbeqNzi2EzPlodH6S7T7BUCAhTB2ttVZnZ3PnbtJOSnJkmgrnW+GljDCv3vxakDDmVA9EgNCIA6l3W+/Hcb23/enjvV//3/3BwI0GCFNa3+6ubTz83scPPrk9cLCZI8fO6hcHx18++qLZajZbteXlluIGE+dWx3F39VY6vCiWl9OvH52PTyejIwevEHHUa+18fHvjk80iwGVWsI/j2npseuto3Pv65NGnX+89evL1k2do1xCG3V5j7f72ylovCAKT+YwCJL1wxffC9uoXX3Q+rZ8dHZ8enObOZQiLJAhX1zY/eZi0Qw+EUEw0dGILykgD8YTMBTUOTStf28AHE7PetQELV0YQvBzF91aWfGWjXHczr1JTVwsSVgma5okXEYgnxcqRneh+3LZhEiVP0vrS2tEXz3FMh0eHGGJ4B827weYn3XgpU6l3yEQom+S7T4vDQ1h71mw1266lfOSYBtJXtbz7XmNj0F7/efPp8cWoj4scSFC/haWP2r37UdAYeh6DCoAE2hFPL8lb1fcJceNSN9BZQiNN4EBgjoQla6yb93+44zQ+/fWz3a98NplgCBQWNezcwq2/Xeu9Z4yZCEA+Xu6l+d1NnQW//LcvfvPLgXw+gQEKIEOwlPVu+/d/UNeNkQr6kIlQMMvb9i6d+q0aS67lF5/liLtqy+qUDsyAhBPrklgv3a67wt59sf5Vu/3o8dPs4DyL6ghTc/ted211fWejt9wpNDnnvKfhcPzVV18fHR3Xa2lvuZ3UKYDqT7IgDIKV9catYvXE7e72v/7vvz7fzxBYhDq61X3wo4923rsVJ6Ej7xAMFcLYbn9873x0+fjplwf//hR5MckdTIz1pWhzafuTu6tLvdjooPCQ1BpqrAZLd/vyy1/3sws8PwTFqCVJu9FeWb1zd3t7e40jdg6WY4QoPBwhd8pTyBrjtBjUasNGENcjX1djnxmbBybwHp6nnfX35K1eVY5uhM7ePIgAFqagmlMIlneWEpVPzp4/PSsKyEUCNICWrd9u3f1+Y20tiGEdnLPi8suLo4PDA4gxSaDVPYZ2To8mXvNyrV10Ju7i4NEAJzg+R+EQNtFZa3YftFbuNbvrcWwKQZbHRi/3VtOI9eDs7OLFIU6PkTvoFlQL7c329r3GyjITfAEwe6Qq6rRWkWXDLx9/URyc4UwQ9hAsIV0KWuutlbWolbAGcgsdJ7WtaMNEOhkO7eHzX+BogCAGrSDpLi1/tLR6f2VtraB8VORAKQsVotmg+G6HCV5hQV0tsMACCyywwAILLPDHwTc9URMADw9luUXMJklqy7X1iVir83EhpnZeGJcsL936SDVWJwQTB4WlvBgQSadTz3fWk2Sl3e3ESaA1vMCRtqgXpFrrD9cujjyn+YS8r2nVDaKl3spO2l3iUCecuByFCwtKJYjBaWNzeOfj08HRufi00J086DU275vumk5DYKKVIdStNxlCSri37R849by3DVczZlWZTqu3sbS1pZoNipT2YCYrkXWJ+FbUeW/zPa3qd7zowhrrk7C2urr9/vLaCoXoDyDTxCXfVt1zTexGcrXe/ExF8rocQLNvZ5EmLBAvVptCJXGqk2X+yT/8tG6RjQuJ0tzEeZje+d731rc2RBBqeK9sYQKTbm3dAihJo/X15Vot1gw452Eo6aR17m0Pf/DTH7fb3cnQe05y0rkxW9//uLOzxjWwgrV6bGOVxCpyIdI7n4z+N13/7a9/dzgcmqVO0K5v3rv14Psfdle6nhnME4eRhKGyJrYrD2//nf2fL47OXA7rjQ9SWV168JMfB70wI7CHcs6KOFDhyDI76MKKq/Wad9WO08HW9trSSn2pbcKQZsTS26ze9Rb8lgCeqsT6as7a80wMAXRdVUQgJuVR5JTDFJ7GK/fb/wUbG9uDi1Ob22FBx70Nu/ZeYto+qAfE5Lwl6Fpa295Kmq3Rxvpyo95SHGqKlAbYOzUcc9bdDH76dx98eL8Yj7Pj4QubjJs7wdaHS2HbObog9gxY0QIWYVaaxIWB1ym45z/+21uNlX0dha1WXEsiIL8cn7Eb6E64fL8WNt7rrfSePT11PhQOC/J5cLLxIFp9r2EamRIJhIzWrNzyWhKprU67defu8dFJZqEKGVo6Wbsd925x1BwgGIlMIICwvDla8A+Gl8YHXf0RiAMRA5FFPsFkbXtLTcb2YvDhnfePLJ2pgMP41q07Dz/+sLXcK7zzXolIYMJGvXX//oOtre3t7Y0k0UpZYrA2TqtCbGNtfeejwBfB5sYtWwgH2huJu+mth/cb3TpBAhUEUZDLRHxmErVye+fv/9v/uLa6lWdu7DkzIbebOx8/rK12g1pKIFgWCXVonFbLd+/+8L/9g2l0XWbERWCutxoPPnz/9oOdMGZLIAIURgLPIAXHLGRYs6+77v07H2USxq31+9u1dj2MAy4XDr3BsH97QeK3gisFXxwJeY7aSrvO7Qd3svFwCEudjLtDabbX76nOmsSwBA/PBCbUavHyUsuYpNttEoEURMih5kVMRI0ebd7STdMbn4+tDcS0EfcaG3e7a3eC2IzH8ICXAD7JoUy6vbz9fecDmw0nlIyoibDbXbnXXNtWcSIMTWAdFb6WI3cEbu5svf93J+1zcWkhqUqWG0tb9e560EiTGooc5ILcxuIaJvD1lWijCPrOjIaFMp2JXw6b9+6+/0mz0xpPCuiMKXAV2/3XQlfNY0FdLbDAAgsssMACCyzwp4QHvCiiFjg2Sbp8t93qPXSZdWRyjnzcQtSBmNxCaQiMcyqMausbO53uslYtrVOloDUyCysgKKXrJEsrOz9Y3viIJLRF4CTJrQmTZtRKc0/egwTewwtZpECQLNF7P24XgzEk1knPx51MhYhjgRXJCSykvES5hFpHtaXm/cbW7feGNlMkaRC3TVKnSFkFJxCPwpbpgpoqjExvvWZ2bq2P6vWaiBqPnFAURE1HgMVVLNS7YOa2SKVJ4fk17d5MV00PMf37CmKAAUUUgFmnfP8HP9haWrc50s7ySNS59UGzFdQSxSisF6FmQ4fBkmK+d+8OK6RJHARaaUVeCs+5CceK0vWdT2qd7/34722mPKVWB5nReaKLWuA1mGGFRl7DsFMgirqffG/tvY9/+L+MzoZjGwcqDU09DOLQkQAiIuPCO2YxwUhP6vd3fnr/djHMB5cZq7pKmlka+aZ2GtaBCWAigSfk4kBceBTEcau+XK9zo/GeK3qNZjMKyFdBYt5DBIw5bu/NuKl7uCnBmgqrpr/peunZIYSIiFgEHiQkGXKHrLNeX11Zf/9DjPoZKStmpNKRro05oiiIlHcuz0MO1lZXtU7Gk6JRT+JIG6ONUaSscOEpJ1W0Nus/SLd9pqyzGW67yPo4VzUbxwVRBvJeGFAAC9g5YibFpANE3aDZ2rzzYD2znowKauJgx3aotVGpj1XUXVnevrt5ejTSOomatcvi4ni0y8kwbHjSQs6S5EqFzg85QWMtWN7e+vhv7w2HyAshk2U4sXyetoVMTiSEQHwg0CJMRK+LFvw9ITPDX5n/WttdjQ4BkXZiLbEzZvnW7V5rxY3dJZtT4pxUWm/UmnXSTEaXuaCSNF7f2IiTBPBJGgehUZqYwcys2LsiTMzOg+b6ylZxmRuVah1PfJZTHjUTHYdOhD2c50wCDR9qqq1vfZz27n/0I1dQYcKx1qhFYTNRYZQrYoeJhxMCsxVtWr2P/oe/37z/ScC1etweZ0UhbnV9Oa6jP4IjsIYFPMFxdd3CCsSm2fzgJ39z+6MfMIe1tB6FWjEIIIL75rxv3xZvjPckyGz1Ry8QIkcGquGBdO2TB517Wa7HReJ1q1A1pyNVM4WG84C3hiiN01tbt/KVjbTW1FE791w4KAUhFqkTQo7Dldu9OztiJ34yUaLrVqUS100dDvAiXkBEgjD3KojXO9thY/lBHOoc4cAaMTU2aRxERBAPIRRgy7Fwp/BRsNTcDLeWbueaEsdR1OhFtWZmXRBpcLmaA49tOi5cGsRRvZfudB4uPVCSMJq5a5JuRjVAwYK9h58S69fM81eDBXW1wAILLLDAAgsssMAfCjfzUH/TDtN1vhSTk8hDh1FLqzxwwkzWi1cBGV3k8A6ugAiMroVREgRJEhVEkbMBT2UyiuAdRgMXcBQ1biuweCPQ1nNeiDIhGV1YFBaGgcpBB7Mhs6Hb7aSnFGsnDE0JYVwAIkzaexHniRhEniKPSEXdtAY4OAttAI2xQ2EhZRpj74mZOIaJC0B42RAkglhvksywZlJZAV+KCPBuCZWIrhLN0HSROqLZ8lxVuNs0czjweqf/Zk4ZCADWjsiLIVYqdBElO0kYpBzEyJ0GQesC4h3gPBEpraIIrXaDmQEBSZk2W7wI8diKF9JRw5i6cfBOOSLH0FQKKCAOHnAenqyToJ9DEZlWwwmC5daSBUQco2BvxVkREfHeErNicvASBTrusAliUX6Y5U6pOIgUJg7eQlHpnytFXsQ68kSOWIyBMVABuq0GC9Vi0oQih/MloQkmsJROorxjEvBXWLhcrE6Iy08ytTOmufKnY6YkaWTaZAwxCsTKc5gFeB5F4pcnwt6zeCUFyHvDWUgoiLwAQRT0ektFAcWilNWaqLzwIheyWmnVsAhG3rtQSUxCij0CT5oZDOO8hZRaPYGAiUBcmlxrYi0fPUIAACAASURBVEXa6ERpS76QMQSKjYcoJUEN1vZr9W5zrXnZ73OUsQxpZMM0VtrbjJkD55FzIZooZZ1Y0kPNeaurmBiUjXNbiNEhg+G8KjVqUiX2wdyKjTcTf7+a1XobomuaWR9+Fns1z1vNCxIJ4i0zQCpnHab1IGmRZ80qZp2DC8ABrNiKQISIQKjVExMEzjutFTOJOCErzkkuhhSUgsB0atIgpjAOlZd4nMNV4XPOWp9PxMIb0cTaREEQNKKe8g5jQagZmlkRACvoe4BIMcRNiIgoMmmyFC9pDmsxi2AwgoQYC/KSMfEQgDWk/AASMEhMYEyY1hpKHBkNBlxRJmADSxXm+geBf7uwQyorWq2ECkConDIoAFo+bCLSSnRNG8/ILEBQCoWDJjCTKxCosFnvCSiIU1G6GEGseJDzIOZCIiAM0x4FinPPmWNtogCWUHg4D6WIPLwTZvIwmZiwU0vVTp7DMJpAbsEMJoiHI1iBF/HEglhUpBUH3XXdECYlzFAMjTBgEWQZrEAIQahV0Mm8s2yl0dV1Lz4Ur40DVf0KmpWVyAnhHWM2v0tYUFcLLLDAAgsssMACC/xBcU3w8yYmaz6Jifelg6SHFiRxGEAzXAZvrSYoAisIAA8IO8eQhGAVGR2QANaCGIHCaCz5JOMw8Dr2YGEFQBhaQwiFhRewgieQVGF6QsgE0AlCEGALMEEc4Asi9qIAJmYIRK58aEvQBiA4BQ+MC597G4YBE7yAhJyD82AFBPCMIQBmDmIimJIc8bD+nd+ai4AYcJBpFiUCZObKXM9z/FYKrPnmIJCwArMnZvbgseJcKx/HAmRgYRDDW3LOK60FGAwAiDaaZzSDVEoFAawX570iFSgQwZeur4IjCGAYtoBYMMFDvLhJ7pzz9TSyAraoG3BBTrwwgTQzeREWIZCI986zDkSrCTErFAhz6xEiZKgM8FCMwqMABKyIy2RWmoQAcp6Ia4YZIA8HCFW50xVBCxRERPxbBL3Oy6mu8R3XP8+MLKWZb7TM3KE8mEgMvDEUg6SQodcnbIbAiJkIhpCIi62FZM6zaK2cF1tMWCWhCrybCDnrPeCYHRN5UOEcaESx8pQL5fAgKJLQIPAeDkpATPDCJELkAQcIhIhJxAssmDw7K9ai8BAQi3gPK7ooXJZrCsOwyE+cTEjbuCZxXCsKba0SBU8u90LKUwJBXiDPnVOKQq2czUVPNCnAeMeEQKAAInJVHSrLve1QmcspdqOHXz/QXEPJ9YI0VctdpYETgZCSQOeCAkykPFgqSlvgvQcwFQhlhTNaBZF2VolUec1IiEix8yX/bCGWSAwxQWmQlBpUAkDMiqvlPwWcC0SzEGuGtRXlUQZcV8NKQRggzQgE5IVJaQZZwVCgNXyIoQMAz+UEBcUQj5LzFiEiBUJhPTOMJicQB6G5pTb/oPoenmPrK3WbvKmN6apVCKLglCByVMU8BiFAgEegwII8c6IUC4tX1otmRazzQhU5nAMxUWlYgfdwQs4rAAg4J1YKMLAFClc1vXgHkJdyQgMzxKA/gSEEBr4A/JUYSgggcp4ERgReQASO4BnWwjlY75UIg8STE2IF0iAgt2osqro4ByJwNRFBKj2XIiImCMAz4a0H/mryXS2oqwUWWGCBBRZYYIEF/sSY5VKBryRFE1v5VES6sAIqQ8WqB/QiAzEDxnkhqhJ/iIcDtCadJqX8quRihODlSpshmIZdAELwPJUSCIoMTFMiTSwRSDSkEjTN0xBeMMlBpdvg4BieSSntnS/D7Up+iXzlW1pCUboc1dptMAJVJvJ5fX7i16FyV0pPSfxb5j2prPFmJqv6QjPBiTgQtLZCeQ4qa+6nuiDmki+rauHKSoGYxJdubhXoRcQeyAHw9PBTrRl7GECXvjGx8z7R7BXDei9gkdwyCzzBQdzVNZRqM6WI4MVbEThbEAlCVspCeYSuqvAslZSGBvlyLb+yacq1Gcv+VnJqpU/IgPZivHgmW3aeVxmYKmd56vyXpKHc0LK9vBfN0pMJTXU/gll7VttFIIYoyLMAIMBZP/C+8JSTZwgglgAmIcqJICIipQ0LwIEsKt7Hy1TYB8B7Ee+J4UWq3ilC4gCAFEQRoMo6wgLee0dMAKwvyiu2zlsSIRFSACkigRQuE4VBfjoo2LElsiKOSGcTD4m0SjysSA5y5K2U4iYBgbyIzQHxRKqUNl038LeJE3wDbzUbAq8SrdDNM9LcBwEJ2Am8B0B+qgIqDyaYps2etSKR88KVTKZsaZ6GB5ctIsLkCAKGqCyvupMokbI9RYhYldMbwQp5QeErUSXPX2PJshGEyMMAECgADlWgn+QQQNS0l9KUlLmiXMugY1GsAfL2irOryNY/nN5q3rw8Z3rcaDIApcWmJyep9qjEYtWPRz4uv3ZwIEEIsANDEcdUTR1KLOyM9CnflBBEqi2TorpG72BdRTlNNXequkN5sEKWIctBAmshHqXm10/FUKXFiJgxZQYFroAtR74AwuX1KkARIPA5HGABRxAP74CyngzvSya7NA2VN8KbVvpr4K2woK4WWGCBBRZYYIEFFvgWYOa5ILVvDyodOgCYBmpVREb5JrtkE6h6fT2jQzCNlQMBMlvb3vkqdqMUR03/Vj5muaZ76V3MdvHkylAbKZc7rBwDz1zyAXzNKyhdWAIIfppY3QNOhBSJADKlIwg8izsTsAdxxY9UeZdcKSyZHfVtUV4CBFUFZzKPEvLS32uf5cZXr4aQQJfm9lcClCnzVZ26jOciImIiEV8yWSSlg1YRO5VHSmVGM8xEYQBKPx5y5R868p4BYil1IygvkMogNiJ4EXhhYqpEDgwIPHlIpXaAMMQIVElOeAmYDU8pR2FMoymZiKacJqZrC1ZfSelVzpzFN1mM5oitVxe77lbK9U0zrVZpu7l9pOJQfQGQVsSigRgo6QcFiYiY2APOe4HjqsrkRTxVpKl48V48SvUMMZGGZzjFxBAr5AEiFhGCKKqutayGBzxDxMOjZIrh4D1K9qDcRxFURQSReHJerJAwQDLTrjFEScndwIpUHjqDRcRVrrgqeR8mAki8zEUIvsaOb4CUvNir2+LtBlrVTb1cjdCr3iokzJ6qBHNMgHiuRoHM93Ci8lpQxg8C5WWRgEveqqRkfLk8QkkSsVRDQoQEahoyyWAQzThInuss1SIP02v3pCDVpFqmXppxdldL0uFaRyynk9I6akbATSe6ktj8g/NWXgRTKhzfMAdWnB6ESzZpxnNJJXEFeRA8wysRFqKSFJqGvVYXNH/5qF5FlMN/ZohZt+Epu4c52o64KiuuWnVBHIinwrRpGvtqfhMQVcUquh8ggSpFxGU7EkTgSnKKq7tb9dWsMuXLlakw7a8ZC+pqgb9szN/hFyjx52YTubpjznDzTdgCCyywwAJ/kfj27FUlu7iSMlWJsaV6GX6lYJjSTFwGeIDKz4Jqe+kWXkkDBNZVJNecDAJEpdtdnXzmxZCUoYCVIzF1VxS8xUur95W7EHy15/QFPgEi3pZ5SFhK8cPM0xAwEBC0wHkIw5c8jkIBKEC/izdSyoKqfOIzudlbeDQy1Vu9Fi9/NxcwRfBTL7H0HaceHQOQMjgQxBUFMnOiryol10OBrj7M9wFhIrLeAUKkMBUmVDt6EIHL1hZwqUwieBBR5TxyKd+BCFNR5TIjA2IPS+IqC9D0dJUxBaWOpmpNKlNclW1Uyove/NzyEjM1x/1gSky81Dqv+HeO7wBQCf3IAYXSniDsSAsTpUKJgByRBzlfKqemwWzwIq4M8PPiZxzv7CwiAJgoIHiCEnIQi6rzV9c4l3Vt9vzGArKlfogYVDa4VO1TEYxeyIHADO+deBApJkXEznkhO0cJgkgRRMRVXYVJKvuzlynlPMcBkLzR/q9sjbdtrld+P2exKWfBAE85T0c8T1AJg8GQKnnT/AzjRZgJgLvKTldyECXFOO0bs4MRAPHiIMKlxebOJJCSV2IA/mpNSrnO8tGMeJzOFcA1bqXk0zG9yPK8M3OLoEyeJ1OK/I+EklIirqixbwLNqKf5FpwNTgUQCEJMjJLvpop8nC+MqdFmh6LSgDwl+2ROkuZfQaiV/bhsx2o2ng6GV60cOi3GUNNTlrMZpqcmguJqoqhmOQILVMm9T283BODaO4q/RiyoqwX+MjH3+PMNz2F/lfhzs8n0fe1rKvXnVt0FFlhggQXeBfStc8a+4j27zNynKjnv3Gvw0uWTKZMyv+9LHhbx9Y3+6lwVLzY9LAMkVxEYs/xDABE0wdONK5OZlKhcHlBIyiQzVPqDNBUrXMELWKAFiuAcLMMSLMNjGjb4lha7fscUgYh/G9N/++TKUz4Rc6/9X33flirflswLD3D1ka4Xxpy1Z+ZiIUMa07Nc7T7TeU0Ll0aTq94ANVUreEIhUobnaCAQGA9w2Zb0koc5E0owZt1FAHigoIqmfEuHUeZ/5h5TXwZVajXInIDk5dIlI1yAxkJjEqso1b7OPhQxjiDsPVlQMT2VCPlZ/b1cNfiMRJv+wyKltJFIyuBIP42eqgrPmcdPP7GUfI0AItVeVOqrNACCh7B4K/AETUQkLEIeTqrjcKkeEeLZQUpiQarjltTP1BzXbf6WA6Sy/B/oqVKmJignoukaBBCQTC1V0dZzjO1L8DeGA+iqn5QCRohUobRSKgmvRswVGVbVScpo2bc1iFw1Pc1G3I1OOWvv2ZFfosP+iJCSDv3GCWp+nnjV1jKdGJQToGqmaQnM9em5mfBaQjpc0Unzw+BmrcqSVQvNbn3XixJA01xkMg1QreSZNw5arewxDSQuK6ZFtOSeCGBfvt34o3GIf0H47lNXlXSZqLpJLLDAdxfymt9/uJv4u9Zn+oYPAEimK3hPH0gJoGvv9hYDdIG/bizuUwt85zF/b3pzqfKR/+Z4eLsj3MCcO0zTO9MVhfGaw1H1Lh+Y6nFmlESldyAiESKhuTtt6ZHyLP+Rr3KglDlaSu+FpsoWeaVv9G6QV3ii7wiaecivmYGuhAZvuFfTzJO/KsSzSe0aETXdMvM4gauYnDl/8ib/hbmnGirTC81MOuf4CcFfz+ZD0+2vNNY8H1j+qQiLt6b85K1aUqZxcDLT873cete6hAcsUIAKIAQAYSozg4kDOaBczhGCadDUHFVRfivzBr+qadkfZ0neqBLYlFza1MMmojnR2MzAJRyVYpWqW/D0Wkqurwpok2nicYArglfKh79KOzglJDF/2VL9oqkC5pufEOX6zx8WNGfUmS1mp+F3Op9c0RmYm4UYKCl2lllsoVxvzOn0NVeFGRPyhipUs811Au3l8i8JC1/iDf/Y69lND17Oh69v65sKXz93RVVmqtksfa3KdM1WNN34Et90bbepmd906bMOer3adC05V9Wfp2OtJIKnU9P0RuBndZDy9uHKOYxKEe/CRwLwnaeuZm7AvD+w8A3+svGqFwUzgvJPUJ8/M8hrPv+pcPN5DAKIh+Jrz4/TkI//1MotsMACCyzwR8JLTsP8N3SzAHD1ouPb3Agq4cxLCchn78xvuEPXKzT1h26ceb6OXlCJRebLzl7DzLmF805GlUydXnF3ZlQ52t/N771RSX89z9Ub9nvDeW7SSm8+/3wxuenx0rX/Xj5xJT+odHHzvvTb+GevLHBzeTKeyrIIcCJMZKXMrPPKB8lXQKZu8Tv1yLehZWeDADcseeM/AjQkFGgHQwRmD7GOyJMTmoWCEWbrENA0udhVf4SA5mRCDiimhp+npab+NWY/kClJO3O/maaM29WYlWnaOZqmYJKpxEdm7yqnKi1CxVtVe85OOavE9FzvPBW8grB4a7zyCfSKjJ3lRCfycwzK7Nq+1cRV1XQuaxXNqEC6Yv2ujFM9RX8LBeUcHTybCt5t4vnjP6FLqUZ8K0vOrmCe06PZVj+r8OuIarn+7/Vp7OXiLxF50y2zzeoGezh9M09yVYerIkLelxda5cyf70jVbCYgT+Ucpuj3fzvxXcF3nLqqMjgSEdGbO+UCf+aQWeQ9TZN8lvcnmR/s08I3/r35pPWdwWyavvlUKvNPH//ZtZKXHg4JqLKMYDrlixcvxArVqjjg6cvtBf4SsWCQ/6jw3lN1L1u8gFngzwXlQvA38OrbTnm3vnqGf+nb3/vB/KX33vM6KHnjrfDtY8F85YVMk0uVqjC5cipeurr5iyp5kJJFKDkaFph5wuutavGKWgH0duTV648wxx69zkO6ufkq1uY1J3+Jv7r+zWyBufJ5biZGeMXD+ms5R1zpiWYOua/KkBaZJYoXQj7tBa/qCXPe5fWzTP3TbzLv23gYFQ0xW07t6oSvMXk5uDQkEUQAHNgzAxbipmToFa8xZwOaDoSyj86+5SlRZat1MauzS6nsuHFJZczh/OiZb6L5J+t5t53m/qly688fs2SvZtl7pnmWMP97XgD0ls+xryPEf39UtaoqKgDxdCJ787C7xnG/EdPuQx7VwnO4IsMJ0yfqa+nfb1SSrjfDm2uFuZZ7Tbn/3GcMwlynfftTv7Z30NUBr5XGPMU1w0tsIF3/6gbkuhlfGglzZej6MeZHvQhBhDxdXQPPaUIF8FD+KsP7AhW+y9SViIf31jltAiIqCmeMxuKh/y8QZQB5UYj3tnxTo5hIGMQ3G/KVjz7fbdrydS9PbmaW/SNX4bV+wdVHFvEWAP3/7L1nkxxJkiX4VM2cBU/OgAQpFO2p6SG9Jyc3cvv9fvOJ3N7ezs7NTHcXJ+CZSM4ig0c4M9P94O5BMhO0ElUoNFQgQMCJuVE11WdK4AgkNVaMJQKxYnUNaao+0K9I+aCLiLFGbAY/ghVrpaZ26Pd45V0zzcSIyXJpFwmgU2PSJCFix3HGANYHsiImNcZaAEyktWKePgv/0EtvnaY6/MWUHTjJJVXiLdK0cnKtB9ZjTAA0o+489wBprAPaqQJonKsMOZL15rWRX4r8TdSwy22YeuBCJSeq2otX29VVu2A38hIoZwa9kolxzcyThf4pyGzZMiO5AjS8VM4VNZ2G8F745AtognZdbMbVwtpzRy7vXwZUYZ+XBTs3GCewxBg5nQRnKCanxRXhg8b43jiCVaF3z2B6UgzseOkwJr17edXPjJ1MIEXJwmYDyGJDZV5Uk67J09ddsUCn0cOXrt8rEc9rpHypXgJ7pi5cvXKunnV0VSFTnGJ2YvN0+6aDL71POxwViS0LpvnyN15yexr5e+GTufHTc5jfdUtbM8XZws15cm5/KUXC+zTK10LvHHR1AQx+40IIAKy1sbUShtZaMsZEUawUKaVc18XsIfYHemcp3ycJJrWdTodYHId83wmC8jiEgkxMlid/MnoZdD7hC+/ZPKCxRDt96ZfSLBed/G/mJAFXRCG0QGYCKUKJgBRUau0ojK2FMLmu67FLHzy5fzc0XmRirBkOhkma5Dm3tVMqlZjVlFD3YVQzetWuoCJKHAFpatI0tmJNmgJEBO24mC7ob7iDTWrCOIqiKE0SrVQpKLmuKwAxVHGuQfQrYvh/k3RhF34O/VIhfLxNX6mI46rrV/5+bvmv8NAMHj/WLgo/tfFmOL0XXoAvLiD6giLMz2t3TPYqFEFdMzD3a5HM8DAAL27HRVirQKkuTompWZbDpQW2c2Ufj+flhbtZGJo3nbATK4o3e/9CXQAU5lrjwGjjCTtGhaZnFmHiPovnC8UXPjMu4QIkSNNT/kI60elgLNNfKrCrCRZ29eBOzAXHEqvMrrDJpRdNj7fP46/+wjhiXf7Iy9CrfFQEU1hqjnXKzPOXPn41S6NLz72g8nJpaN8pmq7eG4zndBuLZTG5y5Nhyh+e7oep3I9XVOnFNL23XbFssvILSBd0EU3OlrQdr6/ZUj7ILpfpV4aufiUROx9+awk2idNWe5QaYeYkGTkOLy8vAS6AD7jV74LGAnGSRp1OK4qHpbJXr1eJiEgr7Wjl5E8CkkdQyP97Gbe6cgq+T6rf9DnVS3GrCx5eMskmMrM0ph6j4oIFaFaCuQIknLrEgIIAFAPWWGNgWq1BuzWEaL9UrpTJ0Y6+woruA72bNNG8rDHDYb/X61mBo91KpaKU9jyvMMf42xrT5ynwdKWTCiBii3WUJ84ioizcQ5ZOeziMet1OmqZxMtKOqtUbQbniakczz6jIf1vdnBMhNXE/7Pf6/YERCoJKtVoPgpLnOeAMFChONcZRlD5s+m+BOJOmXm748zoz9dIWXmjOFx98sU57LUSXfhSVuvr6qxQ1KeGNpqTNJB77Oq9fB6O4cE71y+lV/LxmgIlZvx7BFcOQHaARZoKyX8ANpwu8+uu/qK9opjYzJb4AgJ2lSb1lovxKls1z5u0iDD0KvI6mCrisfdPl/zzn8xchpBfTJeiBpu4Uwd+B6UV8VeH5R8e4Q96w345zZ5XJhOorqvEKy2rSJ5NJIdMtvUYO9jy4dPoTMk628M7gWONRljeN6pS5zhZB1gCAadK3F4q89na/UoFTEREvr/nnwWq/nN6ZQb4e+jWhq5d0XcaYrwx1cwF0eCX2ZSUNI2vT0+Pz3YPWcDTyPGdpea5abRgz5eD9wXnwd0ICsTbq9pqHRwdxHK2urN68uVkql4OgDJ8VT3Q/KUTcK0XMNxA0f0c0oxzL1C8q7s9usVOTfwxOSeG1NLl7eY0QATBAKOJAnPwKZXr49OczUYXz2LYA4MKOouGo3ek9frJ3djpYmF9dXVkP3OC3FEw+0JsQAbA2TeII1vR7/Z3dfc8LbtzcNIbrNVUqu791DX8lEpECaXqt45Bs0RURcEVkSjoXSggcRbbTHh4fnp+dnUZxd2G5bgBR2qk4k2J+BcX9XSWFxLGDdHjWOj1r9SPtVZeX1zfWNlzXAUjESq7ZTzxYP2z6b4Ou8t2/jmKnLBnGm9jrlVD8uHKJvIo88JxddXLXTiVcf96H3hK93YRflz83200Z6PZK2u9lTXQ2wxpwEeq4XOhzbDFkEkvp8kfGg0L5o2OchsYgy3XN3KsOJq66wM9n2VMYk8xefsHdq8nmM/eVwUqaUvhnr7+Epjr1uWM0HmoRFF5hY0kxn0fF+L9gtf02NMatii3kBV1yucozzZHJqFzNe2iqM68s5crrY5jvBQxtsloxyWQnV50ETH9oGkB82/RLBl6mJtk43WDGE2gMhE0hyTT78uU+uBap6opFPJ4Dv5bn/DuyiK6Xfj3oyhoQiMbQlMCKYVYpUgVNgAVikwTKmXlLhMfRMF8F2s6esEAURYNhp9N+/HBn77gdp0m1Xtm4uVqpVJTizFXw+hv5ga6VphNEgoTYGBt3Oq3t7d3Dw7MksSurSwuLi6yZXB85Wya5NE9oav7glQ5Ifv80w65mj/6uaP84HytlJlHWCBFrrWeWieTx8QFhMsAolZGYEsTJrLWILXHCxERcJEbIiKe+bpJh2Dw63zs4efDzTrubEqqrK+y67ocV+bsjETHWEiTwfZh079mzKJY44vgGQ3xHu06WyPs9XHHZUYuIWBFJjTGpcVxXK+/lb1oYa5lhxSgmoixNQWZ7JalNwWIlFRuK4mYrOjrq7+82d3a2/cDW5wKBJcWvHGDovaVc/iPLNmQ7MnFvf++gF9K9kZT9hqM9P2DXZcyY4RfK0od8AtdNYl9RQn6dPqeJUvHGQ3VZHrj4wOwJ/2Tfep4GeRV6hQsozFV0ZXm/kKZto1/jtTfiyEIznTmBfi7pgUXlXvsTxduTBPHPeWD8e4wWkoBmJJ2pzJKTgjJ0ZLqIt8gDruxlmn3g0u8XzJIXoLAZInYpVcAEtyMrzxmuqdIvJExDkR/wciCHGY5aVFmu+kAG9UjhIZfjNjQZu3x8LkMkV/TBqyywX5GmB4QAFFHnX2ENzHC16WSFdOHe1Ccyunrjn5o+V06TMVQoU0HfLj/2rtCbGqEJYKiYaHleTOFMaZnq0Atc/IK2SBOc9RqY9mUAnp8zytO1ut5BeWMrtneW3i50lSRJu93udntxnHS7fWvgKIeJg5IvMMOoKyo1xrqu77hBvz8MwzDwPd/1FHO1Wl1YWAiCgEi9zuwRgJCE4ajf7XZ3d/fv339wPgjXNjaqtYrrOkopR+sProK/K8plJGaqVquLC8uHh+fHJ+e+/9TYWDsqKAcOHAswnFc8IZg6/fjd0ys14eqdVOI4Sk0yGo2sEREZDAfDwTBJkiiKRMT3A2ISMeVSOQgagd8olX0BlAPmVDAiRINBHI0ipQJi8jzxA7YCRRkAbQACuGDSAhOZUa95eLL1eO/ZXqvVFO3Ne37dK3lB2dPOe4lxvM9ERFop5QeKyHf0fLV8fNrffrI3GhJRmdmr1R0/AJACVOQOfj9GWAAD2CjunZ2dnZ01h8MQopT2mJViJlLMDhGLiFhLQlYQp4aIRIzvuysri3NzDXYUkQEki8ck1gIWSFMzTOJ+L4x2dnp7O9HJUbPbC5eXF1eXl2q1qhsEOQ6cZ0D/G4axRLRW5XJpfmGOt/ZPjo5d1fDduThOV9canlcmolyjECLSL4vH9IHeeXqB9j3R0CZePS/d6zO9eQrssIDYTH0Z51yT4pnLr2fGDq+AW9ELy/mFJJKxkbfFXce4Ve5nNJX+bawVZw2cRj7GYZmK2xPKEy0WLGw8qgKRyzYSV1qR5NGdZBIPfFr8mzgJzkSsKowdRDBljV4MzpsOzQsm5YuZ87S355WZOl9IY3AO47kq+bEKSRFCahzpL51CBC5DUdP1vKDX03NawQBl/Wkpw63Gc2FSuaxKxRhSYV1lL8CguFaPueulrFWCyThPEmuOO0sKY7JioVzmOpN5BowzlGbPWQJfaYYztXxk5vWr7k4B/dMgyDR3svRCYPhCbX+zIXnpicNFuvhoMSrjVky6atZINnt5PEGnCxifv1PRjfjFfTIJonGpnPFOJLOj+cZUSIm/rJR3kt4udBVF0c7Oznfffb+3dzAaxdaASKVJ4nqOcjCMuoI4NSaJU0d7RNpY3DryKgAAIABJREFU67puvVorBcGt27f/y5/+tHHjxmtsJ2IAC2vTeDAMh61O58HjrcdbT0v1RmOusrGxWqmUlFJKv3PB6T/Qc0hyBJxgrXW0u7iwLFY1W/2z7358urUFSbRWSqulldWSX0OR7Jcu8aD3m16JNY23OgKAKBpaa5TmNIkH/f5wFLbOW48fPz47OxuNRr1eL4oix9FEpDWtrCwvLW6urt7duHGrWqs05nzWOk0RxeHhQevwYKhV0JirL6/UtFNynXLxlQvuv0OEp73z9rOt3R++3d4/ThqLd2/d+sPCStmvOnAMoN5HHvueE5EizZzEC43qHz+/d5+Pvvru2eFhdxRTaJJbzvJC4DJGGprg/9aVvRbK2EkqiI2Nur3Tn37++scff263elEkxigmUpqZPYYDsLWSJgkTpanpDfqO68w1GjdurH/xh8/++Mc/uq4jkpkAK2sEBJ+1QWQo7A8720/2fvix2Wp5DGdpeXV9bXl1cbFUrRJryhUUyQI6XXsKnHefCq3TYbcSVLkuvLq6enTaPzw4GA1pOBi47t1SyXVdKEVAbvJNRB/Qq7dBb8lh8ALQM6s2XAWKFJFEJo632d8WFyt4qb52Ei46e8ty4SYgsx4+wMRTj3Cp5Etks9SreLsr9TUm9mvWYYJbjXVKmkGpJlrmZWDuhd8iCE9gRhqXf2FMs2/kBhFZcAKCeTGKebluE7iNJI8NPnXzGsZFUJh7FBV7caEzE+rlBh4vGl4CtEABBkhBAGwRxIFzVCsPRTcGaa8ofXb+gyY9d+HbdOmVy5CYAFl0fCmeJAJYwAQzBQxcBhfeQZpGATKI4QoIo7Dvyf+XBQAoHBBotqV0KWbWGOedKXiqfzPbmRkGcgEOppkRHLOszFsihwwLmAx4yYyjlz3w1mga+3tVomJcIDDI5+44ZaaMQdNpdK9o2MW1T3nMrOnhmIQGGwOx03P90pWrGyZCRC/PlWmRr1f7SsW+qKj3VDB8uyBOmqb9fv/09PRgfy+KkjQx/cGg1x84rtPpd1ud02o1YCIxsri4VKnUWGmldKfdXVhYWFpZTa0w80t3p2I+GZCBpEjiKA5P2q1Hz3a29vah+Mbmxubmxsb6cq1WdT7gVu86TUREEoGYLNQugRzl1WsNIn3ndv+8ebb19PGTx09E4LhBUKo5bkmxeyVodXnyvFSm+J3RZbniZc0bjYbhcAig3W6fnjXbne7R0eHe3l6r3Q7DMByFaZoApJUKSk6ShMOh6fbibre3sbEmdnF5pQrLJ0fnD+4/3t5u+n757t3bpTLKFeU65as+aCDDUf/ocP9ob+/o9KQbx7Xllbt3Pvp4YRVBfWgpFjgE9Z6NzPtO+VautF6Yq88H7qgrP/64d9zq7Ozu+Q1f1+FWGhXPMKBgnhPM8HdEMxqctWkch/1Bp9U6PT/rjEY2jhDHUafTDiMr1lHsVqt1R+s0jUHi+trz3DQNl5bnoyhqtVpaK9/3s25kRQQFWEYcDzv9dudo7+T77x8NwuqXf/fHW3dvbmw0qqWycjwpqjLW5V9xzYxfHEtvszd/h0tPueQ3PDeokL57LwkT+9VXT+/f/zmJw/n5aqUS1Bq+4ypH51L9B9zqLdErOwy+ZrFTv5lmtYXcbGeiFWIWW8n+zk+5M591mfydU6HZMCHLijAOlFkUN84fWOTNLVTE8R+xM6fos4BEBlnR2Bcr00bykJzv/IK7bE0mgBUoBjgP8sUE2KyfSQAzzodQ2BCgUCRzZkWUvVIgKYXNaXaXSWRyiDWBJwkKeTTTrN8YbAUz6UMFXGin0w5y4xIgEJBQDiYSE0D58OVpHonwGvGhnk80mS4X++85z/8yiEDAmULHbAQCMgRAmIghSiRDjcYVyNPbMRETFziBZNFKAZ5CZkUya75C4c6eLwoSKRYU58tCpucMYRL9kQVkwWQByY2Nx+vm3ceucGk6zV6RguEUvAHMYEJuSD0LAmXvsuRRmai4KpSvqQnkNMX3xl5syDsWoCIvngVni01gkdv2zGagBCxEZoemqNMUkJV/TuS3HY43WX4EwEARmKdioFARAEtAuQvhzDcK9LTgzFP3ZNyHMh5cEMBTu0lGikGAsTMQJ6YQwwxzFJnEP5qk1SzmvhSbi1L5SLEGAWImdyd0CX6+8Mz1Bv5/1+jt4TgCkNZ6bW3tn//0z59++nG/d95unR4cHJ6cNput/sFxv99PvSDYWF25ub56586thfk5v1SK0zRJ0sXFhRs3bpQrlWm4+iW7iU2ABLBRv7N32Pzmp8c//vgoinDj1scf3fv89q17C/M19Qv8KqZF3g/Ohm+fJB/zwjmeiUHiOKpSce/eWRn0N0b9s+ZZ52D3uFZdadTXPDcOqoqYVSHMjMMQYkpVkwnLfu9oZl+Vgh9mgrgUghkDsDbp9wZPHz/d2Xl2eHQ0GA7CKEyStFwur6+tu67r+77ruqyU1traKE5Csc5g0Prh+/3myVL7bPVkscYKO7t7X3/18PRscPeju0ZEO5oVCYRn9mkBUkiS9gd7Oyfb20f7e2fCzuadW7fu3Vi+gfocAsdRMPwKq/wDvZNErB0EFTje6lL3kzvL4hw3W3sPtqye00GJbi6WlaeIiN+TwSVAEbRWfrlU/+jOPVd7o0E4Gib9fnRycnb//sOtrf3UJp5LjpfOLS7XauW5ufJHd29qrYl5fW19aWkpjqPRMPT9YKrcFBgOR+fnZ8cHu83jg144glsqLa4sbdy6sbgSKDcTtGQ2oEZBr7B6Cq1jcn481ajfHwk5pBQrrtTMDbVkzPD46Oz4qLl/uPd0a61crUEtV6qugF3NIu/rGeT7RbPTeDzLrS1QJYBgCBa5pQIVSgoBPK0qQiYxsceSwMQvqwBXKFfQ81dy/USKT+VvsBRoyDicNQsYUJT/IIIV2MyoZFx/mzvpZKUohpIc7vkN6E0XwAynUEiKDmWALVQeFUksjc0TxqG4RSiLAQQRybRHFK59BDBgJE0JhmCISRTZAmUhWBILCIkW40CsQEhrZrI5XmZtYSKRYQEyZVFSxGzO54cQEVISQ0IgWEu2UEcvpG64HjZxuRS6xHIn0Mdryz5joRZZmkkBrFCSYgQKgYTEkigWj+EDjogDkFDWJSnEEBkRMQJLJpu2BBB8iM+kmAiSwqZCxsJamFSMIrZWEXKoMXvHEpSwY5lBArKAoQxRtgRRVgBhCAmxEMESEUgLlBGWfJ0JwxLsLwXwfhXK5r6d9D+QWTPJhNFkw8ICRcJIQcqCM+f1jFdk5SiAyGaG04mQ5Qw+LMrkCQ6lBErEUgZJ5kSAZQhZl1lbQGAYKSNhkAVZcLZCYbOByfB5kotOc9NTz0434beh2Z59tReydmgmKzAGKMYoIhiCEjiA5hzRtgQt0IU2mAqM5Lco89wUMGcuyUVQhmxmjwHxona5QGXAyCEz4XyPkGIa5JBZMawiwBS4xgTKQnQxFAALJDkuacZx4C6tC3rZUnm/ZZ23AV1NEPlKpXL79p2NGxtEaae1e3L0+GC/8vCR9/0Pz1q1RlBeq82vfv7FZ//05Sd3bq2vrS95gSdM1lrXcbWjPc+bFjiuRBwkPxMTEgNKABw3z39+8PTrbx6cnnVv3Ly9efuLleW7jlOTPBTem+vGubEfjQWh9xYD+ZXo4lqcxvkzbsEouh1EYEuSKhVXKnZl2b95c1Gze3oyfPrwYHnp9vLKzSSx7KagjIeM2R9NF/p+DlgmB08OGsSKFTIMAcwYBxwOQpNSFCdHx8c7O/tPHm89fPjw9PTY2GRhaW5hYWl+fvHWrZurq6uVatXzfcdzrTFhPGq3Wp12e+/ZzsHus0F7m+LN5p43COW0HW1tnfWGsnnXCyqNcq3GWlvJLNRzqRVIQQaEs5P+063B4yedViepzC3c/nS1sQLtw3fgggj6PR6f950IUNAByF2/sfQP/7DZs+2Hf3nQwai6slx1gzmnUl0p8fsATI6rrwFi0nONVVf7G2u3tOIoDJsnzUePn2lyGcHuwUliCY4zt7Ly5Zef37tz48bqgus6jqOVVgAUO0FQmuxwAlCcpJ0w7J2dnT15vL+72y+XFzbvfbx5a2P95oKrjXBEsCb3QqCZbfE5csz0HipT1y77jFw4Un63RkrGXTRzOdsnAFFKSoGsr5Y+ubfUOu/uHfS3dg4ai+t+ZdFxXa3YMChTXj8YXr2z9BypauaaILObYbGAzQR0S0y5XQlZoix/VqatWZpYYGXQEi44dQHIbICK8rkAhnMfk8JchwFTHGVnCp4ATFAEXbi7G0JKuUVRJnnk4euABADDY2gAFqzyc/6ZDnin5iZNAdxFxag43p8+GuRpqK4wCMhBFaLMBEhAICI7yaQjBBIhiJAxbEJIAnKk7EkxWARSZIEUlsSwSUWxsEosFOAw2CK1sIXBz8ScYczpqIAYJHdpjVgSNopYGWYrLFBEeYpYmrTj7XC/q5WYCdb66qM/U4yAhCQFrKXQ8ggYEcUkxKKVFRZYUcKBFRYBISGAKWWkwkhhgFgoyYOTWs1QTJpgISC2QCpILCXCxoKVVSSKoDLkOGYkDM+wI0yiCJyIJCRgIVhljBawCAMqX4iWCCCXxCXSqegCyUlUvgrfrZ1nTONqSRExatqJbFoAz3iFTSEpXJ16TmqFTAYbFbB4Ni21iIOECKmwJScFUsAImKA4A3NhCMTwATJkLKIpc0KtYDWEoEUoJWtAGqlGSICBSsBGPDKAZSEmzQJli7hlBKFcPRAiKcIwXTRKzf59p/jSLFHhss1EzIhimASOC2FEgkghYjgpXAWtEcaILaBAKVyByhxqBVZyEJwnSDeExJBNSYGg07zrRGAshKAdoICorAGJaI8yvMkgP70gyZHKHKfI8CyGAUwhu2QGWZZtqkRBUYo0glZgB8Zm/r7gwnz4BcbN07qufICuXp9yyCAz63UcTZwyYa6hh90kjk56vYPeoJ0Kaa9Wqqwur9y5dfPjjbWFet0nTdAMwNFaaTV7JHE1P8uOSggExZB0cHp+eHC0tX3Y7ppyfW15/c7K+u2FxVXPGbsBv2A8X7RtXRXZ/Tdksu8uf792yqOTiAWBSFwXTLK4UFpfXRj1sfess3t+sLq6t7q+vrhRdZRo7War+Mr587s41XktumoqUIH2GSAFYsAmSTwY9M9Ouju7x/fvPz097R8ftQ6Pzur1xu27a5u3VtfXVyrl0uraysLigu/72nWJKbXWGGo0lsNBe6HqUnR6uPvk6NnP0Shtj7xULxmqulUvqC8F1YbrlxSnM5WhBKaPZBT2BkfH58dtOe1zzOWNtdWFtVqlbl0ndOEXbJnfu8H5myEikIJNqaI+ure4c1Yt/2TO2s3dZ4d1XdmcX19dKgJBzKTT+T3SeIIrQAFOucyB7zObNOR02Pa1UUirlZLjur1utFxpLG1sbtz9+PbdjfmK42omlSHycLSX59zNsaUUGJq032qdbm3tPn3WGkSNxuLq2try0mK1WoaCslCZR4KI8HTap1dYN5cf+d0sNpn9+6r9GWBm9jz90eb84LzVavd2j4/8rT23uhSU6p6GViAFQD6Eu3pniXhKcSoGOtclLEhQzPnUImXFmXWOEQiYoTN5kFSOnTCgVRZfJwRpgc5cw0RgC3CENQS5/U6uVXIW5BpArqIQiHjKpa2oXY52MYRgBCKwJnfYyR1zOAe2oGEZKcEItIBTmBSUCa2zuuJvPi8vgCsZtGTBtoj/QgRJQq2ZHcdaYWFVqI527J9pYTNAggCCBRsRUvnwscDJpJO8By2RFYmJrYZyYHxSOQ6YgTpsNURbpYlTloRSZhJwZsCSRXjiTCGkPHtaanP4IMPQxOa6nBBiMgmnLOySUkSwxJTZ9COrzduUrZ9TML02ZnkRSiALigVglQoBUIzAIa3E0WCGjg2MGADZzGUSB9AgEBvWBsqSC7IiEPLEqNw2hWGFrGhixXAIRgs5opQQCyxJmsWHI3YJHqvM6gqOEoixVpHjgz0LJQIygtQgQZ6WNwHIihY4Fg7ADMnQ3XeTMkCKilmUo1eFSsmSn5YrgAv3YXEBB0SOIQPSVLCMicUTQEgdsiIiYjXrlMhkrMlaSS2RgIQdxawcwCvAd1v4BrLN8EbOWJZ2kKocVtMMR8EFlVgz8tBnIqAUSmAFRjI0kZBlklFsi4wGiiGCfL4U7f8V0asX7fQXKO9JAYBUwALNcH0QI2tOyLAMKFhBYmCBlCAERbBIFWulAUGaQFNuclXwMBjihCQBIHAYrgYMwHCcSS9lToJGgRQZjcgiFZDK0ejc2muM42d4FgOZR7MA2YBKhlEagVKAo+FoiAtFSIHUZuc1r8QkZjXc9xYouF7oKsOCeTzxjIUgYTJMsausVtI8P2u2281+93ykKw75pfLC/OLi/GK1XA58LSyWIUCGW70iGcnEeYsk7DRPTw6PTk/bo1g1VhZWb2xu3Nio1eC6L7W4ktnz6QvKlRW5MnuL/Y3Op9+LGfnaLcheYO048wvzq2u21bRinrWanYP9/d3dHad2cz4oE4ingkhcOA6U32a8fhXKuydzpWAHAAxggJFNR3EUNs+OHj549tNPuz/+uDMaOb4/v3nzy48+vvPZF3c2bs7Xa1614volXztOLqESWLS1rqsrNd9ZLNkyuj874dd/+frZs5OhLKq6z5Wl+bX16uKSX60prVlSniTGCIERVIR4cHa0vbN7tNfsnIzCcmOuvr42v7zUqJQqnLmN82wbXo8uSnHTN97ToX4nKQHHcIwu0frq/N9/du+bx+en+4eHXuNkrb+4OF+tiuuMT8HfAL0aM+d3hfKoK6RYaVCq2aRRu9c+GPRORqNeFMVQblCZbyysL61slitV302JLatMw9OTvTKnIWQ46J0f7h0+frSztRNX6mu3F5YX52uNmldEVygiu8hlj7+ricaGEjPXrnj398YZC3kDABTgGfKVrqzOReFa5ccaP222H+3vBXMrc436fGU+t8jIg+IDWQquD77/10S/PEz75aHINzS2DjETJBayYISgMGaEokU5YFck977IlCslAApPGQHzCOimqSaqQRxroRgqi2nESBJrBa6CA6tsokVIMnWDjUVsYRVSC2PgAj5BC5gMs1gxhpAyR6SHREagGI7OlcnMqsIAEOOS0WAmnW3GWTIhXcQMtoU+PG7yb4heTc7tJ3qqZIfDmcoHhmNNiUKGsNUQBeOIccTm1jdJYogp8yjL7JyyKAUaZK1YI2RZu9AMCBwNYzm1QpI6MJSkQOpbp0RlBkBiKbGSiiJLzNYjoJ8agz5pw+zDMAy0CNmR65REMLIwCgkjspYgrlJFfCUAua6uFQlbBhSpDGIzForzIFnXTHJZlfjFVNSTpi9YISWsOQUb45KUFPkkDsMhMSKxVgROxYwsWYLAWLZw4MJoRzkWnALCgGIDiq0xiFkZAVk4IJfEoVS0iCfkWmhrGKnAWk2OUCTkkDjWGDFGQYy11rK4HpU84/miFdnUjmIaGIa1YFLEJGIhaWZaV8CP7yhN27MAAEzunAyQkCZhWJiYYZW4LnlESAWikBISC0uu2NwNTRX4uwBCBmQzI0GxhinVooVEQVisY4WZU2OS1LCrSkr5YMcQp0iRJRdOmIQS3wo0gzhP2qIMXIuA4Vl4Fk4CzSCNWBCmhR90EZ5DAcykRDKDr9TAcUAKaVxYfhXOdzxl2Pj26SWfKbZwoLB9k8wiySJw4SikaZQa6xA7CXmsHcvWIuXciMkKrMoxJpXZTCWhMpHDUCiROImCcWAZBiQCJSCLNA4ZodJWs1LKIag0FrKJAAn8lJ0UGKZQCr4Ck4VNlY0cm2jWgLYSZKkTFACCtVNIOQHEjtKcpGSMBitysupxAVplzrRj0FNwSVy7os/eW/Hm2qGrme5jhogliWCGJKkYRKEdRYiMGqVS0c784uLi0kK56nuB4/hkBWkhwcjz5OtLREBqrJMObf/87Phwb2f/8LDZTxteUFteWVlc5sCBotwY9vk1t8Up2hWbjciV6UTfOVXqfSUap4kQBjHg+kF1cRHLS+FcvXR61Gq3modHJ7XleqledTUzgWEV1LRNe0HvG55B43+y82hCmv3MjzQTxP1m86jZat+/v/3Xvz7c3mp1OrDGWd+48S//8n/evLW2sTlfq7PjJEFAWrkCWKQi1goAImYiaPI1+2p9aXi68CjQcRx14jA2g6q/dGtppTQ/71eqREqRolx3sIIhoQ9ESLvN072nu3uPj8JWiNvVm5Xl5XpjvuGRx9cD/441cx7/P/dJeM9G+50lMTBgq1iQSK3if7y53jxPHu50Tg5PtvfPa/PVu37VddRFFOV1PjG9z7/4Obr46y0TCUwIMxh1js5Pt7vdw/2D5igqLazeqdZX/dJCudrwA0AME6gwSQYAKua/AOiPes2z45P93bOz03iUOCXHry3M3bi5Ui1pkQQkmWsOAUzjuf2qLZxVzaaxfZm6+M6vlosVzMLosMAHK+252hvcnHM2V0s/nITtYWv/7PjobHljvup6jqsyxwgaz4wP6NV10bWHaS9sGSK2IduY0sQMIkosI7VIIuV2yROvGlR8xcWBtsAlKDUycS+NBnEYJ2FE6BKNosR1/Y1y/bZWOlPGiMBpz47aSTRMTaxM7FqjrAVpAzeMNetG0FgjjyizXxDo5IzjbjrqDnrtJE104KfaHWo/Lc+lTkX7tWqgKYESeARL1ppuMmrasI84SsNY4JAOSAWuX/fLDdKuKTzrfnNjq+dTZhEkQkQMsVKS0RzHrdPjTrfP8JNYRZHDbs1W/bSk2HNd12UnN9sBkYCI4BBsPIgHsY3pPKQ4oqBcbixqJ4AxJhz1yMSO2LA7aPd3RnBsakWs57HNxBn2EzufoJ6UYtVIVBBDhcooFWNwdtA5O2KuwGn0LaWBp+olLjmlSjmzAlI2j4FlRWAtych3TNkpDdvhyX6TxSmXa6VKRQdALmr+eskcCjb0Ju+O2RYTQ4TEeFrHkTtqp4MO4pBc5cFImoblKmqLTMEIPAKlBE3iOrbqxuV+J26e96MYpFxDlFJMngkaqjRH4iAWa8WDKcc9nbRTHcI11rWpx0qJAJxCYqaYJDF9pRO/7uiSIs91rJtGbhQH8UC3+obYwJWejBJv2FioVMo+SWwlJkqVxCwOhHkc/OwdWwwXcCvJDfisgmRQlCPiiHHsUMLusD08a0fE5VJ1uZ/QIJXSQjVouIoBA1UEehOGSAJKmCWJQkqERbc73dCitNjQnlKp8Q08xbCm1W13+t2RWCUCq0i5IilgXJfixMRhLSjd4AWOndg6oVciPxqadmc0THv9VMfaSR3WrlOpSMWXsuuVHEOAFHlRRZhSQgpLDnsp0D7p9np9x/eqtaoXeFmAfi787H+VzfLlMh5mByVLm0gMlljJIOq3O+cnqUmFdAJl4KYIdHXNb1RCCxCUgjGwOgHHSRSGndO41yyp1HW1kqqV+oj8tFzXNQ8MYxBoeEk3jbbjpOu6PAjjcJSWg7rDfhwOjeBc6nHlpl8vQ8FT0HYkaU9jxKPzwfmJgtZefZiWYlSD0px2PNZO7o3OIAITPGUlbZleK+r1LauYndYo6hsuVzbKlXl2c6+F6cVxeaH84tXzu5GF3m66PSJAUkhk0sGg2zo9Ph8OpdtJy8H8xlpZu+VavV5plJXPKsiPkMUIKZI8UEE2f1/Sm4qgSCBJr916tv1sZ3ev25PK8p2NjRtzc1VWGShlmEx+0H2RxqbfInlArFxHmiRooCvjtMyYd2S73ZRX4UQlGFv6XN+8eHcPKN4aZXNBwyqwA2t919dabt5cap332u3m4cHJ4o1bjZ7yHOW4lmnmLHN2Pf9WtnJvkzI7eSAFbJ7IjWEESRJ2uyd7h093Dr7/Yeurbx6Gobe2+kmlsvLxpx9/8XefrqwG9TloN3NwsLbw0YYQUXYeAwI0EUhV5moba0ubN9eOW+HwNBgkDpzArVaDStUNfIEh0iIZdJUSEtghwnbzcP/w6ODk/Lw9Uqq6WF9dKVWrvksecvvbcRN+IcnMP/gdwZQiItYy8csTrb+rZAtXQCI9V6utzfc2F6uH+63zs9Otveb65sp6Wi0BGpAsrmvx4is3WIrpwi94aRI9RoTkKluO6yMiFEE/DSRB3Dej9qB7et46iQ1pr6K9elCaC4Javn+wIgKgpiJLjP8NYUZJOOy2+ifHw1EYVBsLjcV6rVGqVgPXVQ5JkSSnmOAZoP9qDSwOJicmkZh0YubklKXw+m0og5DGe+hzn7viTiYrKAMycAhWa7dSde/caNw4S3bP007v/OjkpLW8MNeYLxL8fKB3kaRw4kOhLmoyDkeStOL+We/s6HTvYHDecYmhnL6uyNz6/I1PXW9euSCCNdCEQI9cag3C/d3HP+4/e5aEkaNizQI1X1v4fP1uUF3cSCwswaU4GezJ6HR4dnS0sxX3B1qEhSypUUqJKbmltcUbXyxtfl6d90s+SpwgORz29pr7uwe7zwb9AWlH3MD6c97K7fLGp2qlZIxmwCRgpI7XJXsQt5+1d7a6h4cmjEwqogK3ulZevFNbvFNfvl2qBZnISYCdzm/1Ww0BrhC4hZAHgzbGkbSSDqPj3YP7P/3w489np31jPOXOwavppcaNv/909fZtd87TisSQFaOYACNWNEba9HQ06p6FP327c3wWbXzy6eYXd+tLjiAc9jpJt9XePdx/tHW6v5eMBpIaxSpwNMQEXlkoGGJFNe42bjVW7lXXN6qeb20Yd07PH3713dOfH0exSlCOHN+Uy2uffvzxP34ZBGXxAAulIImQTT2NxESQISexTUbD/e5P//ZNtxd/8oe/u/fFp54qsSbg18WyrwmpIZAS1hEhLLW3zr//Zvf8LElTiuNYJLz10eKNT7ylO1RfVqQSEZcpYFMfnZeOt5vff7u/v3/muEFiJZJYlZLbXyx/9I+LJnREAAAgAElEQVRLpRWBq61F57R39HR0+qjT3elQFPpktFglgGUrSrs+uWydntdI1+/Mbd7bWNtYZlXeO+09/OmkexSe7jZ7g1ZlwZFK6CyYu59t3v20FpSZ2DKEJFGIIWJhzLuH4V7ArWxeQ2IhRaJEtIgj1kkS6TTPth8c7B7cv7912hz65UVDQcL+3T/+46d/+tPyWikz9mGCWMRRaFXiOuSwMXF/cNbrnA0fPNyL4dz75y/nby7YJKE4sWnSPz/7/ofvHjx+EA4HJMYl7UCxTRhpuVQiDkB3F1b/ae6jeX89nVuCkiRtng2ebD97svv4wTOO3PnSileeS/3S6h8+2/i7zxN2nABMUIAmEFJGRBJ7Fq6kZyfd3e8f7hyeeo3GrU8/Wb65Vgrc7LjspXHBr73jX+W5PNwYZ0KMcdEx8XH7+MnThz+OhiMryqZC8NhbvfvFf63X7g1TKDeLeGiUHlHaj7rHzb0H7YOnZQrLiiUtR6YR+avB+merH30eBBCCK/DQHaV73eazvfPmyfH5oJ8EXk3BTaNI2BuUbumN8NYnf18usa/Ei9vRYC+Jzrp7j44fP4zDlP1G25RHPL+w9vHq2kf1xlKpXHWd3AjLYXB80mveP9x+eLq/H0eJF9R6MSIpL8x/trn5T/NrC1TK/GmEC7nzclcAE8usN6F3bfk9n94CdDU2Z2UACSQSOxIbmdQ0z/p726ft0zAVt1Kpzi+v12q1ylzNb3jIAaZJDmHK8uW+vC8txCDum0HnvHm+f3h8cNwMyrc/+eTT25s3GhWPAaFRdtrCRa5kEVugTNO4VZajl0UuuxKMTbEug54TfMvCcrb1T1LLZtoC5O2gTZPvTLSQl0n/v1fKWuTmaR5YymVaW1s8PWyWSnzU7BwctlbO4uWBN1fP8uilkjNbGtu6AvgdwRmvRdN2gww4AMhiMJDO6cHB7rOnBz8/3vvuh4Odw3h1dePuJ198/PFnH927u7TuB2WQNsSZQ7cyuSBNxBlGMA4SB5BGtbK0vLS+sbp42DmKvEG0UGksNuYXKvWq66o8CiW05KbFKSQJe+2Tk+PDo5PjZl+czcXVG6tra4tzjZIDZL70xdp6rYG5bC5xSSN/t0ZZ7OSA9crlyTN+rr8nkszgHcrCsfAUp5VqbWWud3u1+uQJnj052do/vXHYWl5yPKdWD1TGEvOsXa/7ncs2lJgZ6kmBWWfaSa7u3M7pOjtZsswwgIWJ4kEnGvWicDgcheB6UFqoz68sLK0tLS1VKmAC57lPr2q0GSIZIjGt5mhvr9cPvcUbSzduzq+s1ipV3y0wJcrttMaNmGrLlUbA1gIklOdkzpOXgzBbCclX/eXWXS7xOmnauiH7/aL96+K1GZYueegAD34JlXLZ583lSm80evr4fsk6X977LDbwTMqzoe0/0HXRL3cYHFMWkpbIaIop6SA6keFh7/TR/a/+wzY7sAQdwJvH3C1F5Vppya9XmCEwnj7Xpp30D5o795vbPzW//gphiGoAa2Fqx3PNKAwaN1V5aXVlA2XW593D/uFPx1uP9x4/QXeAFNAelIeU4C6hMhimrltuBKVN0crY3eHpj8e7Tw939w939+NmCwJAASVevnvjj1JxlhzXVy5iIE37Ckdp90F7//7Ojz9193cYYqMIojB3t7TWrfaSNSov+5uWZrO5v3IWgUJPeU162S57Yc0LgYhIUkdSNqGOhul56/T7x4/++sN//Nt/7O0cgAOoEtj1Ntb+cdjXcMpBDYHKjBsy+2uS0Lfdiul02s3u/YPv/u8/PzkIP+nFtDjnLq4EngYkHY1O9g7/8q//vvfz94j7gEBIAy4pBafXNUjn8Yf/45N//ozV3fXKuo7jqHn49Jvvvvr/vn3w02EY2cRaGIKV+1986RhylR8vzlVKmgiOY9kaRcZJI5jIDAfRWXjyzfbD//7vW/unjsGdO5tp4DjK+ZUl5zeJHyQX/s2cuZRnXfSRdun8yfCH/7m1swMbZmFOsfVJ539Ll725Jb+OwHU0u9HIRmcmPtAPv+/9579uHe4naQoDkIYbYHBu/XJ5wy8HDe06Ohl0T3cPH/909OT/H4DgMiiFjeFreNqzMXV7oS3h3j+gUmq4N2qlQWPYxbOvz77+85PTvc75YXdwBLhwNlBaRut023PnP/nDilhLCJXELpFIkqWYfKc4MxVHPVlXy3jPFaWVsvFITFIOfNdApfZs9/j4m/tff/31v/7567AbUtAQ64KC4VG7RpX5//0fVZV0ANaIo8TaiJUtOW6QRuHovL+/9+jbZ//tv31ng0UuN1S9VPO1MAaj7vb2w6/+/K/f/fu/odeFo6GYbaqikRkNA69mUAvTu5t/P/j0X+5+7s8vVfy4fXry84P9Hx7/+NPP3/75KwylMndT+/ORU/mHwf+lG8s8MnMb9YU6HIHE4iqjkbAZumFUMvro6faj/+f//e7JXmn9ph/UF9ZvJilcFmuhf7VTVZmyOnjxg1k6jizuAkVAP4kOTf/Zyc63uz/+B87bgMqCR3Hji9Hyx4P6zdTzhMAMh4acnAzP91r7T4+ffHf841+BmCE2UuyuOo3PG32L2K8v31xa0Y5K+2fP+qcP9p/+tP3wCXoRxB+NLKwGFJwygm7CK2Z10+FKzU0D9PdPHh3t/HD29GFzd0/CBOxBV+DMNY/2hRzSLil2dMVleJTQ6HRw+m1v/6/7P/9wtr2HJIVXBXlQcycLcSWpVgPPdytG5Zk4n8c3nmtf86p85h1afS+m64WuaPanACkpQ8xpbIg4TWTUiykmG6VgO1dp1Bo1y5IAMWyKVAlr0tYCBLGZp/x0V047jGRkIQY2lFHr/ORob+/otNkfRrY+V1pZXliar5ZdKoJjGiKSyYLIzaSoUCYBItLIj/7Upf1rvKFPCwwT4d9KfsQvFySKXImfVP16aexcacdBkK/+xjV8XF6noDf6GBXzRqYvSZ7dOLeEAzmQBKSg7cJCbWGxWq0Ggs7JWffwuL/RtUsLquYby6bonuxvVWi9NDUgM9/9vRMVVoUGqbGJGoXoNPee7TzZevr9z1t/+Wn32UmysPL5J1/83b1PP/3n//Ll3Hzg+SNyE8upAAIvK8Aii4uf94klMAFkQAxy3FK5XK8GlcD3/Yqea1Qb9VqlWi4VVVBZkMj8+DyRYS8MB2mnPWq1IndjbnX55ur8Yj1wPC5UTiZMGcu8YCQuKLrjjJ9Tr7wgBPhl7vHWqYCrCr4wscIs5iDGD1w86r7Ec64o/tdv0fOJAIfhAAK20GmtEqwu1RpVnaS9k1ZrZ/9ofYGW54J64KCwnrokhL9iQ6a4+BU0xaJoIgONe3PirPdLaYxbCWDMaNjr9YaDYRRbI04Yo1IvLa6sLa0uN+arRcbTDKy9Cqk1EcJRp9nd2zs7Oh3GtFSulFeXynMNT+W7tJ1+QXLziNnGTm5O6zWZQVMW4ynPt5ZbVuZ/8mTnlyo1zfJfp8teebeZJMQRIX6hBdlz97VJMUxZ0FkHXqlera1W7B6PTL/fbHaeHbeWV7zAs5odUgqU+WzSmI28euM+0JV0vQ6DIlZTGrg26fcHneNB63DYPoYdIVDlWj2Fjs7aONe9o51BbaWkP3HL0M6Q7UEyPDnbfbz/9GG/1YRSKFdqy4s2jvs9hUF/5+cfW1FwwykvblRZhWybUW/PDM5qJScNlq1bgVdh5ZuUXX/VDVb92mKt6jjUlWSUhvtHzx48efJ0GDEqc25p3iNQnJhOqPudwYNHPXe97iz4S0wK1o7i/mF3735n/1nY67N25qolViaydmDNsHM6jLdRXg/m1rWvveyQ9vWxqLc0awtWKSiC6zGsI7E2Iw57Oz8+evyfD549Pa+UNu7cWymVS3EURnGcOvr05yeP3YoT1NbUXeVCa5AFK3EodZIBuifdp48Pvnty9vDRaFAa9EdDK0aRFfF8j8rV+sLSxkefBJWKppiTyDVpCaRS6Z0Pv/nhqfQ76LfEJjXt1aGkeb777bcP//JV9zxtLN5zXHa9NImTre09Pmk+/devet3o5p++/Pjzu8o1ilPFEZLQMYmTJOdHJ4/+8/7X/+OHnW/uW9Fxrx8OB0GjnB35/bKee71Darrq90unwHimCAkRGSuaHNf6/ZPB3tPj/snII1WrmNIqDNA6BxJqncres6FbrbmlAJaSSM4O2z/+j2f7W8fVuYVqIwSFxkQmFUlL1Ks9/Op0RIM7ny83GrxQcW+tVePN0IbWU+RpUOpQWvGwInHtaKd5fvQ9YhhBtbRQ4lprp/fzN9vf/vC43Y9rS9XFxbr9JEniOEzCWJLhCT3+6VA7WL/plwKHYUgiZpOCAS15FsLfnugysCi5dY8ImGGs2DQtOY6ycrCzv/X9k4dfb7VOo42bH4NVJaiaQRL1Uzk53f6PP6dJ59afPl7YXE6MZYWS77CyKk102EPnqLvz+OjR08OtPWeh1Okk3WFaq1fLQaVrBk69tPnpnVBGvf7Ad92aY2uUqOFgdNZpnYwePmkjap0Ou194qAeqbJKT7f3tvz443T5OY7X4+ed1160r7+ioN+ic7zx4aEsLc5/d+6j6xcqiiwiShp5jHUlZYts+e/r9w2//5w8P//tfWif9oLTow5eUs42SIFMG7b89ZfahE0GHDGGopBP1D/sHT3utU1ZsyyV4QUWZdDAypt86OlCVI5pb9z3Hc+Dage0e9I4fdQ+3+mf7CIfwXa9a4RJZk5io3TvYVbbqWFVa3mSJTtun3ZPjsNNX7PP8gl9aGAxSIq9WqQu8OLjZWFpd0LygkiDtme5R72Crs7uddofzlWWad0JQHxZRhKh5frSj3BIpLgfa89hNWml/Jzq+39r6ITw/VNWAvIDdkiWVxirtN4+ePtKBd6P8KddKGXKhmF5lOC7M4Resq8xq58KW8i5LR28lTLvkIrIpJHUZhmGz1RmOYkf5jiSJcXSqNHO5FrCDwbCnK46fuXjlKSSFL5lUTDh70Ztpkmg2UJYQ9Vqd/d1muxWSCtzAD8pcLavABUtCeeIRplmBvih4WnFiea5PQeaGZZ+3OVmB5OkO5e24812o/IxzBxW2XeMT9SmNLdNTrhO9ek7NMn6Cl/p4XnhtVluSaejqQqXFgqDALiSFNYK0XPE3Nla3D6Ot4/7O/vH68fl8rVpzTTnI7IaIwAyyV5X2duDE34Yon8oCpIxUTBj3zrsnh9vbO4+eHPz86PDnx8deffOTL/7hiy8/u/vx5uJKoJ1IOzGpLF+PkglmaMcziACGZSQQAwsYE8PVQc3xq1o5vg1qrr9UdmseuwwmElK59xEMCZFRvXbUPh4MmpENOfCri4355Xqt4kERstigELakLEAvMxg01lhjpx9QSmECJCdEFnBwhd+TiKTITTnxKwy6FAxGLLIgmlO2YDQz818kp12x0mfvvhOUgW9FkshSlu3I8UpaO+XArVa880H7YGertcZpvEwojTkvTxfwSt95jrfghDUakGRmmSoLgl7gITNpvIr//LJdeaxBWFgbxWmvH3d6ySiixOhE2BK8wGnMlSplUjQeeHXVuFmYuHve2ts9ODg46/QiXXcr1erifK1WCcSmojSNPdkzv6pZm6Opn8U+kPVuZusvKGZ+1vYCTy0em81VKDSZl6/PIZ+3SVzZc8U/BBErdoLC8UQAeG5FZGYS5b8soOE01tf4+PTZQ3QbfrkziL57uru0RCv1auAQxLlG/PJvmaaXT5Yl63qKBZiEEMOObNLrd8+ODw463ejm3b9fXN6oLpZCM9h+un+03x2ebzefVUvar21uBkFk7aB5dLC/s3140DTGX/j0v65u3Go0/GjYjXv2YLd31rKcxMmw0zzxdPUYFIqkRM78yt2FjU+C5dsoz9tUJJYgWBWqQmF+0bdyRumRjM66+62zwxRztxbvfrR6c2Op4SXnB8Ptp4Pd473jvZMff2hUFgP3bn2RRxyd7eyfP9trHvWc8s3VmwtLK3M3bsxF8eDnJyc7J1bitD/ohqN+WdfJJcpkm9cRHF+ydeAX7XLZ3kUAEVmBhjAStsP22cEPPz/+9rsD0fVP/um/fvH3Hy8tBoPOfrd1eHzQ+8+//i/23vNJjivJE/SnQqcWpasAQhFN9pCcvt7Z2Vkxa7d3dmZn9+H+2PtwdzZmY2tju7PNlhQAQRRKZInUKnTEE34fMrNQECRB0dM9N+NWBiQCWfEi/L3n/vzn6sUX//hbVm26zU5zt6JXRaNBU5VClpSD8eSrF6OnL4rJAizXIGjOKAeijbBs0Wrv/syvHzwKbMvCkhSRrfMKglom5896ldbn//18Dts7d9/b/+De3o7Peuez49+/ePrZtbv9ySd/+3/sH1Xa9ZLl6cnnXx9/0e99db6MSr/T0Uf7yEBBYVRM89RkeTmdXX76+2d//9sXvz6Wkwi6OwqxpEQRsH84w27Y9j2Y/oqj+zXA5tuszJf/aQARDCXUIGAh5pfZiye9cSS3Dlp3/yJ4+P49y7KefTm8vAjD+fTZkynzeFBtEMy5ZkmR/ebJp5zR/+1//5vdPc9xCl0mRaSHL+wvfhd+9esvE1Pdanbbvt1oWvWf293t1r/5zx4jmoIS6FumVS6rVy8yr3qpeJbx0+49v7rlMhuj0eLi7Gw6Hzbu7fxP//aDZsN2wRGlO73MPvvD8cn09OsvLoFrv/Ke5/gGtSKSgsafxkb5aei2zX/jHqEARIEmAASUAgRCCaAu83B28eL5rz/98uL5Yvv993/xHz6utyoVx+apHDzrff67r0+//M1ED507rrvrJ7JoVmquJZguSZZAOl9cHg/Pvx5dXZtlXNYp4R5hTmZgVuQ8cPcf37v7+Ohv07+dLVIunIDlPoZWlsXX888+PUH3uFc29z7YO7zf3WsHVr5YnM+OvxzEEWn/8q8//nc/f3TUINPrk8+OT74a/v7J1a/+77/7kOLuo70s7bCsZHkIBo1ckjxKLnq//7u/+/Xf/2F5EYPTrBIroLZLYdU/lK1CP/5pjpzkXaTbq9CNkYIkoGbJfHjdGxYp3z34pNPZarUaXI37Z09fnJv5ZGi8nmdI0Nqt+VyFszi8XI56i+kESVB/9B/2Du/vHR4ROR/2js9epHmeQBEJkwjQloWCYVkqpURn+/3Dux85lZ3SWLZXq1YrUmoJVRB11yZN35AiHA7OJtfXyaygfKd79/HdB/ctn/VHp71+rz9lcH01NsJxRLtGeMB11otHz8LhcHgZA9/eu/u+123WOnXKTP+if/1UxlE4Ho9q0U697r3GlVes4zeh8Heer7fq7j9P0GpFPzl0ZQwAAtv0DwUwoKVSykRRslxERaG0AqOJ6/nVWuD6rF7zPNtwszJKVpl66/4vN/Sqz3flMF0NaIwuKS2B6CJXeQpScs6tdqfVaAVcoGBAKQLqmzTEW9N7+4h9U8qKGGO0NkJQNICIlBFErY1etdBUWiIio8wgrHoVoNGIxgBRhHKLEgC9ip1/tajdt1VneVfewsYmkQAGkRljrzwAiBpRGSDCtsjalgIGGwN6nQeMCtWNdmCU/VTr8raL/wfe8ZXQgdvNAdcdJG6+QgCAEEAOwICAAeU4ot1u1uvzonc1Hg+n03G8S4qC+a59C538Jvrz3ZnfRK/Zca+FlBBUFBWhBgRPy/Sqf/n16cXz8/FkWVI7aHTa27uN/cN2o2UDyRjTQhACnAAH4AQ5QURY9Q9f1b5ZRSUqusKgiQDuK+qBXadWzeiSSWhYfCuwmg5xKaw8AbgB0TQwU5LlrJwO4miYCKxWHNezuCuoWCWNkU293JvoxG8lrXRRFEJwSojWhlBiEDnnAECMBlICUYBGoYcECFvbpxxg1dkJAAwaSl5Bgn7s0n2VpNSISClDRADKVmf32/b1m+ORW/0hXgdWVysfya1DHVnf5U0U/oZev9GrawbfOtjrK+oNelO1vSai2QYjB+IALZlbp8Kv11vbLZhczMJpHi39aLkNO1VyA+UhApDbCX3fOgsENp2LcQOsvlTPBEBpWWYaEClDoBazOF1XtnyZ9PoTT/gtnAhFGJWLSGUlVcCAMsoJt8BxiGODYCDWPoW33qbI03g6W05nyzhODSITvFKtd7u7jVrVWtu1q9kzQN5sv/saGrVaUQrJqjIxECTr3bz6WTc10wgGDUVkRiMAMosySjc64rVD0bsx7S3nn1vrjbx6TWtjFCGgDRpEszKUGaPrJutvG8yANnqd2k/XAZer7t4rzzACArWBVm2b79TyvVb+tKeu5qE9HP4ibZeFQMcidN0Y8jve5V/pT0QIq5IOZVGESqVxHF8Pl2VpHd5/3HrwodPUXF13mEnLIpxMw/FpWmuTrZbb4qniyzi7HCzziDnt99qHv9x7/2O3wtJsnI8XIKbeQgXNtudwrgtUJQKNC5wm0K1t1/b/Mth9ZNwKQ+AGbAGlhLQEbaV5NimiF6Y/SqcIeQecx+7+v6m8f0TdTPuWRbJChnI8VdN+Pr3iecNGkZSzeDaPRmUauv7Bo+DoZ063WTlq1jCe4otMzKOM12u+w1GAYkZQDWjWztV3NDf+aFbkWqbhaxeJzmVyMb56MV6cxnTr4LD9+K/3P77f6UAyt1Xo+O70d786nvb7/Yvr+3HSsSvSgEYlsNRpWiwzNYzH55PJ1aRIS7CJIaiUBA0WZdR2iRs0Gm6dOh4DIVHoxDaJk+fp9Wg8SavtblNV+NG9g7s73SYl5XIxnPTOw2lUvf/xh3u/+JuHH9Y9ekXnk4oQPBbXz3476fXNIvWQVoRQOk+TeHZ5mVz1ixdnk8+ezY57+XwJSMCxSRAUwioB/B9eBRVvCbrv92u3YfwbxfwKtv+231p/IICAhqDWqCRbTIuvnl/GDO58uHf4eHv/YcezPMI8WfSun/X6YV7v+g8e2o2aZyBndr73KBBuufuROjgqtJ7YhLimWa/UrnsmegrDk7hYWAIriLnXpAfdaqoIQc0M2kgcQ8JBNpoO0b12O0ljx937eeBsS+ktaE13Dr09P/AfOFufmFoztZWxY2tv744p2bP/5/n1Iqt2l2lGDfEVlgwoA7PWcOuM8T+lY+4V3IoArI4dCHxlkNB1xSukxBAVhqN8Ori+Pn12NhguWat90Pnk49a2H9jETZRfq5xcXsxePMnnLMrTRZYpAsi4sIQJY0yiZDrs905OT55fDBagGApGBXcdFyktKaFcuE61XXVVWThL5frtwM54MUwHw2VslF8TrU7Nam49bO4e1V0ul+PFxcnk/DIXtaO77//H5r/96+oOIf0v3vcq7cbwuvdfl0/Ow4teuZyRssNVqZMoXISL65Pp2Yv47KJ/fmUK5VmuFVRtxgSC2ACs63iRG9P7NXq3/L7vpHffPwi3wlQNUILcFLoI02U8HGac1do7f9HYu7uz3/XolaFqms+uhnF2dbrrOVDYRHKGURRO+sNhNCu8+v320S92Hv2itb1r0hMU1cyMwpnwa47jAqE5khwZLrNimZOd1n778BdB675iDnfB9iBNoSxBFYAmU5jKMhzOBpN5nBWO27nHD/994/0P6xXi1T73mGup5floCf3r4mAbja+VKeP+dHTRuwiX2W7l4KG9/YG7V3d3/FqNFN7zOF3yeLt9cCjcNW5FVzDihhU3a5Xe2jLfjlv9OWNS70g/PXS14SRZe0QpY8K2GGfApSRZgamEAglz3Xq71mlXunXLByBgQGtCXtaCu1mWb/DYwKa5EhcctIQikVkYxtF0maWSEifwGjW37nKb8NUhFTfqgODmSLwynVY5gyvciiPmSRIWhcwyGSeZ0UAIZZxbFnddp1KpCC60NtpoWSZxHOd5IaUySju2w12POV7QaDgcEEAB4eSlSfoTyWEEoABlGM7iKExTmeWGgMWFQ5AgYlCrNLttR9xCowmuopPA6DjN81IDZdoAQXQdx3EcIX5kgPRr9OZ+WCV/vsM+eWWmXzOq8RVTCgHWwY0gLOZX7FrDrdVsBmU0H0WzcRZ7gA1K+U3Q309rrf7J6fUohJcAHa4azegkKrNoMh08753+5unx8VVY0ODgvTv33394507n4KDRbPnCQiGYDZYBRGAExE1znZVYXG+bVaUgQgAZMA7AS3Rz5Rjiey6rVryDrtfxwGfaZuvu0oYABcnBEGotE5UksIjIODQlpVXfrbm2J5hFAMAAeZmyS954x5srZVkiIqN0MV9Mp1OjzQqUcnwvqASu57qWZTEwZZbE0zjFKGeZpEAsSrltC9+jVZ9XKgHAmzb/62P9kOlAAwBKqTiOw2WUpHlZSiW15wWtVttxPEq55xImbs3Uy7OnAYNJnCVZCYQzZjmucB1GGdkgtviWGf/mZ/mmr7ym1N6q2vBbUx2+U9ndwP9IOOEuBLReb2+1uzut8mI0YJDHaTyaLd7TyKiheJNCyc3Ggca+G7p6eap89VUloMEijcKkMAS5YzkBsQ2ncFPEaQX8rCbrVgjSu77d2wkBiAZQgEaWMitMWpKspBqcUlPKLc/zLE4FB2sdAwawiQW7aaYAoJGUucyjJA/jPIwLqWGrXu90tyvVBidgr2OsbgHxCLewnducIKBVnCRRFBVFkeV5XpTEgGDccTzbdR3PcZy1Ps6LfDqfpXGmStQKHddrdra8oMI4XZXWMgh0rbu+0wdwm5tv+9qrEj2aTbMsy/MijCKDRlg25YIJ4QeBX6narqCvtAa9ydBQMstyqTSCAcqFEJbFBSew4oYhYCgAEouwChDTqtYOup2aM1TDZRynk/lyuuS+XxHU8Ff13p9tVPw/I6I/goGEvmIubrpwakJllqfD0TScSxJ0pb2b29vEyQETq+K1t6tQJHk0nQx6dx88FMyZjcLRJCqVBXbNr9/3G48l6xgKUGs6IuLOrJoqz6/yIOAe2BSXcRIt4zyXUlNjRJYaQsC1gDLQCLkCSYAJQYDFkzicTJIUgDaZs29X7khuxwRpvUTEcPUAACAASURBVOboej63tCN1tsiKCeLCaJFlsySWaeKD3Q62P6kc/KWoelOFFsT1nYYSMyWx3d6p1xtFqY3WhLK1yH/ndKn15v+Wb7/1v95plnBz71eaDi3D5TRcxkyUza5zdN89vJNXYWHr3JcElF1lVcdyKANpyqyQJSAYDpnPdZmn0/4ovBxOlsk0jCUSIQgWGaQppIpalAsbKFfE0hwiA0YRD4mrMYzi0xdnn/7u89P+zN6+t//Rz7bvtrmdZItRFC6ixCja5vU9rNVplVKklmad/WZjp2E4pGlaxqmDtG7BPDKL8eyrp8+Of/M7+eLMncXE8Ha7nZcoHVsLqwBaGgRYd/a4aRnxx6U3DIOXiNU3Y1c34hhXUVcEiTFKaZWLcEpHY0gDuFtVtSNROjNKkv39VnLZef41n0wgHMRlWDqtalYual39X/7PDxRd0NogZUBoQtBCxRpbB8wayhyKyGTLssik4THjibFpRjTVpdBGFwkheDGY/uGrL2dZ5uzQ7gPaeY/xTpoxbe/5j2t3Gmk9tlIa9KWdcVZBqWhRs2wEVDKDKIoKWWpCDBW47qiCf8Jg2Nuq9M0cq5vrN4Fy2gBhhAKbTObzUX+hysQPcL/jPngEu53IzRTJlaVYUzS26hbni3l4NZrWM91st1whPIQil/F0Pj4+OTs+6w9GSQ7gN0Rga1CyzB3iAeeEE6VxkUmVS0kcwd3M5FjK8Tz87dPjL48vlFvbffDezsOuVxdosnARTSfRMtFB08egYypiTpBZ1OtUmwnuHmz3LmJMIxMvPaJ8m4zTZf/q7NlvP/3iV/+Iy9iS1Gk0AkammhgCQIlZdefUyNgtNr2VfT/Jdtmw+11qwJGbkywaApqBKtIonCUmZGWlLbz76ByNM/At1+rsBi0kg6VJhzptkNKnytdFmsyiqJ9CXvPvfNg++Hfabg8TsOCgdlh53FKzYay1rLZ9RZbh4nq5HCZxIsMsa5osM7wEUYHSQLKEvABKgDJgguakWObzRZkWwImo8uCQ1h7MdJCECWd+o93tLMi1lcoszpIlYFtQChyUNMvcVcG+3f2kffQRbwlp5wvI/YMPd6V0865bqfDAwnXeAX5ztat3Y/Mbwu2t559/OQmDt4ncWs6o03w5C+PESHC0xSQV2mZexalXXL722FOgFAhI8zLu5m3ujxUsduvUTgBAp+liHi36i+UkKyq7u+g6hoNli3XyGeE3VtXKYiBI1wDILcqyqN8/nkwmw9Hs4nIYx1JpxoXTqNeODvbvHN3pdrds287zcji87vVOrq4vZ7NZlhStZre9vdfY2j188KC93XYpWOvxXsJw33edva1OPAGALMuGg/nZ6enp2Yv5YgEoAr9Vr+00mzutrgZu1VtVzoGuzx0EiAFSAJVZPr8ehEmmilJ7rrO/t+N67pvD3nL8vCu99u1bEy/JKvVMAxAGQI1WAEhXeJlWAACUfVNLNQQwCACGkM0QL/m44i6xLF6tu7Wm7brGtzHLk9l1P7xT1aaxCnbBl8Vobpt//ywJb/25IgKvqlZAQANSmiK/Oj/76svPnvfORmE2TcCp+a3u7tHRwd5eo9n0g8DjfJ02AwAEGMGVajIvgY1VX2sAAAZIAcyKkUkOcQaE2d0tu+L7W23uCAWmIMDMpvMvgCFYgpEmk4uwOJ2k/VJYnUa73dhq16uObdHbhu4ao1kNbQA0IF+NrLXRJomT+XymlX5x/OLs9DxN0izNmc2b3fb27s7OTvfu0UG7UZmHi8uL3tX15PJ6vljmxgjHrTRb7b2D7uHRNuOOZ7P1gG8XKy+t5e8lqgmhiDJJwsFwcHnRv7i4vrzsZ2nR6XT29/e3tnZ3tvd2drcrYlMjGwwQBSBXazyJs8EwHI7DssRqtd5q1jvdmudbqwclr7aEA4CbkgPklYurP9eRORvD/1Y3upffRAKAYKRSKwlDCaGU3ubLmwCYWRU6u3UVzSvnzJUsJTdPRggAtQSvula7ajUrJDMyKiBWYpYY30KHIROrRUANUL3xJ3wXPoevDLL+VKCc5dFyMQtPL2bX49yt7+7ffbDXsV0BQMRKzZF1eaO3o3M/8MxMCIAGLEEmk+lgtpzPlkmcGW0cwmxh1yrVluN4jKwEurnZsKhh7TEBBJIj5EzQUprpPF3GhYEgqNSq9QZjgAoIW+vIzQzfnFtwU9R8g8RpmcbJeDS6vLzsD4f9wWCxDClCPajWm53d/YODw91m0wdjMpNdDUafffHs6qKHpSTE9vzW9t79vcOH2zvdVst37RswwrwbdIW3QMXV37d3GgIAGAkUdZFF0ah/Pby+Hp31LmeLJTDeaLV39/aPju5u7/I6d5h167aggBKAEvI4ms37k/kyldT2avVGs1mvVAJhcQJk1f2JrBFBDrbtedxhZc3SAVH5bDYazsfv1beZw5llEOimg8oGAvgzPaL9cyHzk5r6q7pspSySNIuiEjKDVc+tdphXR7Kk6LVqHdHI4kEZ9pdxJUllMQ/LKEzyXBnkYFcaje5Wd8fyQXIgDrhBhdQrZaEJAFCgkFFZ6jSGIuE6M/Fw3vsyv7oqSOA4riUct7Lv1htOHagQiFWvviebWU4moFKPg2ekI23b0oQbA5IwBIcAgdKWBcuYLuIkXEayhAYL9urdO80tDxg4lFikYjuVRmtXlQAaCQCjwCkDCur7lpLBt6qyV7j4PVXZbR/f5qRF1idJigw19d3anUdNa7vR3X3P3+K0BrldKkKFZbt1HTiMKo1KE4NYgGtpn+iKksPJ9Onnn02OT4zLOw+ORs9GmYwdI6sGREkpsS1GiEJOQQLEGnKjhdEiLwbnV0+eHn/6xXNttz784PHdn99rHXBOk4Lm1AIFWhlpUIEuhHEDZriAwkYZ0KwmdGaQUVWWJndllIXTZRplilBSCZqNVoPV4yUkF6MRZatK9Lex1++PW5GNO+IH0mva/K1q8KVBtdHxZo34GNSoM5HOrTQG2oCg5Th1Y9iSU69b3zHb3c/c4CKO1TzKlrM0yrmddHZtIBxpRZuYAXLiEumaspUlotQGEJACsxSzFGFSYZbLUnFqI+HSIhkvSnj+5OLT30z9Gjz6qLJ/v7q1G3hNakwuA261rU7htpAGNY1UYwa2oRxAylTpHBCYkJTlhhQaJCABQwloSn9KGfL96Lt2ExLQFMCABgACiIVtMZt4qeUqr1q9c/+D//lupBvbHz5UNhMCjc65ZSpNd6fV9Wl9Eps0I0pRhrzFYBvgbJlcnZ5//funs2mys3UnN+X5iDmOZYwsZQ7EoYxSRo02eakYEbblUGNkkWbTxcXJxdMvvu5dxg8/fPz4l7/sPDy0a5QVpVv1LVdIlRgVeSQPNJAi5pyALRIKGSOs4nm+5zLqEO0yTUEWRWYII3ZF+aTZ2XJJNXnaTydZjlgSUgBY5F0KtK8DuX/8PGxCvum3VCIHWB9HzTr4yCBobVQcp1GUg+SMVRy35VZqJZFLxRy/3ujknjWNo1EZBabsJKEppzFGBLIATKdRu7PdbUsOhQFDLKvWrXfAbUCaSEZmSTlEM7F4wVFDmixGV8PzL5eLqUShqUtpw7Jb1U7NroLhUDLImSk5KgAotU2tqu0QBE2M5iZn0ljo+/YiKaQqAQEMB20RcKUw4HZruwcH+w3iwyS1kPh+cz/gkI2BURAuKI2UGEKowZcSAm8nH7yFW9+ISd3O8f8XnjAIKwlONxARBQQldbRcjsaDi9H19TyVjHpexQmq3Wal6lsEykwJwSlby+W1/+3tNzcvm6MjAUBUEkxBVJGnYVTkozybGfQrNVGrUVtwwTYml7h1/l47u9eW/goKo5Ak2dnp2WDYG48Hw8l4NJ5PpnFREkQRuM5ich0tlg8efFCtVieT0XX/rD88u7o+H42Gi2ncbOx0JmFjEipuU8et+U7VZnTN3B8y99+kOOfzUb8/GI/mo2F0enIehkMAi5Jhqyl3d71Mgl31nGrVomCv2yFKwAJoAiaNwtHpyeVgHOWFaTbrQrDAD6qVyqur84dpjs32WEmRdXCLQVCrq3lWpGmRZ2WcxIhacKG0LssSAGzb8lyPEFBaG6CGEAAwRhPKKKPaaN/zarUKocTiglGGLzEsAoRQho4LXoC2JWsBU/MyHI6j6XaWFgRqsOpYsnmpG3fmj4YR/+j02gK4Gf1bnxwBFYDGIkVZhvPF518+Obm6jhSjflv4LeH4jWZ1Z6vmu8LiYtMvE8mGMZsMV/Kq02nFb7rS7AYJEheJ3e7uNJroe0GrzR2HckZudheAIqBAlSBzk+aTefJsGA7QfdDZqTdr9cCtOpQAAJpNueo1wLxpPAzKGEIZB0jiBBCj5eL89HS5XPbOe5PxVOYyCqNCq/54OJ3P5ovZfD7ttOpxEvV6l4vxOJotlvMkSzVl/rTeiYuiYBbj9f2WbTm3hfkrYh3fvPSuk6XyPJ3Nx9dXvYvLq/F4MRyN5rNoMBz1er177z0qcnTdoFKprHB2AAlQAqQAykg1mkzOe9Oz3rTIodvdMdp4vuP6Fr7tIHAzUWSzD979+VchpogIBAzqPE+LogDEsiyLotR65W5mAESWkgDaFqcEEIiUSirFueCcISIaoIxXq5XADxjnlBL+Uo0YXEVfUQKlQlXazFQcLVgyWOhpZhLiz3LCOLHZKoWTaEDzLltyFY+AmxpiCLguyw2AUZZdLuaj64vx53+4fnqW1nc/zHnXc4K6pzizATwAsRb5eMsuwG8Csr7rSdb8XKk6BSYzKl4uJ6PxqD+ahqnRpNZo7zZbB7Vap1ZrWhwYaAoI5tVeGgQACoRUQSRNEeVyGuZxTgh3heUILjhdpRlugHzylkPKjXAo8nQ2nYaL5XQyubq66g8Gw8kkTXNqTDibD0fTRZgYVFq3jF4uF4OLwfzp1+ezYY/qFMCmtHF8Orv3ED74Oc3ycnen4blAwGzKgd4Exr0jg27DnCvJYso8ybK4yOMkmU+m/f5gMJlOzi+uJ7Ow3mzdu58UkmrqAPew6jjiJkhSAhgownTSv+4NXlyOh8sC7crh4aFt267rEkoZW1VHWo3NCLPAZtQDgpFHUlem4WS2mMVLJUruWhTQoFhZfwZufCf/il79GPoxUVevEeLaHM+zWEnFmQuKgWFuUOO2w0lOje1YFafe/io7gyiGI5EqqaYL1JIShCQG2625ZrtqiM1yBK3BECgolA6TGsHkDmY2KI9xl5gC0nT4/CJahKVQUgASsLzm3U8efvwfnUpHFlCULuFb9Z28tH8HZSjkhZO0q0nHE0W4HC2vh4tJhMKjtS5tVgsBoPI4iuI4l7kGR9lMugS0gpoPFsAiBrcKYMFiilLl3LK4BUp/H6DptgxZcewbv/djJuXGNEIASold8dv7+7y6375LOsxygxZQBwQvCUEBgnNuI8VCmtJYlHgcPFCByp0ii3rDLz77YjIdfvT4k7sH9V6YZ+OyKmgFmFCU2pQZEADEQClVTjQSRTHHcLnoj/uX00VoOh/evfMXH7UOusqZJUqhL9xWYPsAxSSbnuPsUsybgVeE8+j4rHcSztNOlaNt1SuGglGaIXiWe/fuvb3tXSGTjmW5Ce9/PT1ZlqMoU5kUwG3LBsB3qlzwXRx7V7o1ba9lqH27r2DtmyI3qLsBBFUylVm6BNeBaiOwXM1IYgFWQEuL14A4BdAMMIuLrOCuditUa60VMvAdU3VJUxf+9FqfPwsXUQwM0AarWng1I1yWGxLrEiyHaEEKh5e12bW5PImLARAHWtt0f79aDxzuQKrL2ISMlg5lgeJbVovhVn8aUl0pIj0c95chCBc6bccLtKGJMRKQAwqChr6D8+qPRN80JN1kZmkATYAwNEQDaooKNaKgXr1dMVy07lQ/qIxT1jmo+hUl5NIzRY2BZZRcZrysVNuB53co2DLJmW8xCdFo+uLF2ZNnZx2v8v7PPlJsfN4/UUVOwBCCiMZoogijYBPqUkItBlhGmMTlLO6fDK5OJ4iNncN7d+4/cLaq2kwKLev79fqeDzxS6TWb9bzxXqOJTLEkhYv+7Gy6LD2/tr1dq1YpQaDa9pxqu/veB3Zn9z5g3mlWo2E6iH6F+SABDLVqkbUWRoN/pBLOr9BNaMq3f2szWxsMVxGU2iiplJQGDCXIGBOVKkRGFKVjmO8Grs3LOBqqtKaLLF5SPSts6VLWNCawGXU4+i7kKs9ydzIBwsGyQdkiL6RLM9eWvkMdyiHL5eXZwLaF/Wx48gJK4x/8cm//Fw37Iy28TKbcM2i5wguAUViMk1nPLM4q3UO3CrOFGoTTZRhywcHjlu1R5mWFzmIdp6oECZ6sVJWlCpazqswTTYCC7UDMQK0k5LpeviGb7MDb3oa30atub9zEcby8sv6XQbzVaAXXgS9/xujVHzXqCtAYYowppUyLcB7PplEYSeIGlUZzZ2+3Vq3UXI8RujYmbkIF3n7DFW5lNpV6AVa/grKI5uFyvkjTEGnpOBBUhO/btnWrPyEF3JSjffl0q+q6IBVkeXZ9dfHsWW8ZzgGg2Wi3O1tZIbNcJXGxnEzG/dPZYHL81ZnrV6WWwlaVqrh372h/vxstyjjCLFfXVyPun9p+AHtbfrtmNnlWq4SitSp6h3VwGwddxS2vPJBZFl9c9L5+fpwloBU7OrojZaXIzNnp4upiuAy9Q7XdPmh3NBANFgVjgKECk4MJ43jcv+odH5/2ruYaxdHRfrvdaNQbQRAwcuN5/lENJBCBEjAGSgmWBZQooyTlQub5bDa97F2PRpMwjNIszbNcaWUQKaOUUE6pMUYbYwhFwrTRN2lLnuffuXPn6Oio2aw16jXXsWHN1RV8uQJIJaGl59NazYlCNIVUhZSl0mgoICWrKIV16fCXzsSXa+31Gbndo51SiohKKcYYpf8Ekvv7Ed68EgUAA6CAKmPK5WI+7A8Ho+nlcBarNnerfq1RrddbrUazXrWFuHnnFW51s+Ju7kzW4BKuvoOr+usASIgXVFudLWHbghPH5t1uvVILhO0gULPms2aAABpkrrI0L3VGbelXqF9BYihZpXG9QgRAbepRUQBCKQJIqfNCLmfTwaDfv7yKk7jZrO/t7TADRZLP4qg/nUwn0zCOjk9OKkGF2XYcx53A/uDRAyjkeLg4PR/Ph6OU2EvwXLu9XatZZjPe68jPDySl1XI5Gwwuz89OB8OBlKbdbVi2O52G49F4PJ6WxXONtmV7ldrPPI9wrinRgKuyXPkyXPR6Lz7//Oz58VjwQCtSrVY7WakUML52Y90OTntNXX0r3SC2qyiddeMLJFjIMs/zLMumk8l8Np9Np+PxJMsLzgQAUdpIqQkhnBMwetXmVWvDOQcgUioAqFZr3W737p07R3fuOM5NcVvzUoYYBARbcM9hjmMYywujZ2kxS1QsSQ2oJivkkq6ORi/34VvnZPPCK6gJDWgDYIBaq6EKqUKCcZ5M+le9yYTpoJhGJirKUqVcABB3rQKQABiDSN82+z8g8Aq1IQyBGSqAMpPkyTyKC20Jpy2q3Wq9EwT1wBPEADWr0CG6iozcjKMBFIFCFdF8Ppsuk2WqMsWI51i2wym1GVibgCqA20FC64ndPLBRZTmfzU5OTibjsSxLrXWlWm11u67rlmkyvLy6Hs6+evbVcHy1s9NUZahlRp16tbrdaXg2WaaJ6ffL6TI9Ox+5Xs3ipNNqoLNiiL61Br8Fulrp71fORS85awyAkUoul4vJuD+djKbzheO79+7f8/x6vz+5HoyffX2SKWqEx5xA2DuWBQaAGgNYAk2hXIz7Z18//frp6XCcEru+FVSq2hhEY4xihK7aAiNQXJX2ogaEDHyoOljlKLUqMrksIJIgKDibUMZ1mOif6fHsXyitzHKChoAEYxgRwB0gQhswBhkQbojQRBsQTICwgDENYEypyiWDHKAgakHK63j026zUcZIhd3TQjrivXN+uBDZDAkoboySWaZbMJ5TZlmAe81Jkqiwh0uHYvj71C/OwfXggRAVEtxSDSldMy4Sr42xQLstGKMo4HaeTiUmdRutAbL0fbO2j48dpCFK7HHIZCTWzyn42oGmcRchA0Vgzp7nlerZlgRe4yqDUYGADp3+He+qWC+5VMt+YabjKLyHvqjcAbscQGVw1UKHK8KCyHfhbAfWrli0sMFKX2aRSkaTIkv4kPl0Uy9Jhnmc5DmMWaJtIUmbRaJ5MsjAq0HUq+10BXtCpxnkCqKgxq2G0AQ4gKKDSlGZCSC6jdDQcn/ezUFvVnfrOe5X2th3YicEl0nq93j7Y/vnHDwhcO8W4/4d//HxoXdrJPJqfTZdD6e9+8IHwmltHB07FpTbartVqtoJKVVjCd4xHlLnKJtcZIkCmVKYYMk4IAEFAg/iaA+8t7Hk7M78NKySwdgDe3OBNdYPvli5KNj7F1aEAATSi0mYFIGsNRilGNCcFAxCk5MhtAhYAVcCMsQTTJpeyFMwrS5NFJMvYaC6jQTS5lJcXs/lyWdmH7iGgFaGIgRUWZS73M+SMBYIF40F+8iRM5lTUYacD3Ya91ajalCpZAmWSFAVqhi6W1uJc5TMcnulkcd07++L3n3/lB3D/kXV42HFcAyRDgoQIAtzoEjhQQvSfLvTqTbqZUQOARK/S0gkgAzBS5QoQhF1t2ZaPkqkMqnVwABylgqKAOJqeThaDGRi/Wt11nCqjLLAtzGA6Go9Go9EyKojt1LY72+/tpzXxZGpKSQwCEDQEgBqkAJQCQwOMZDqfppPRrDeKxpnDGzsHj3f27wjbRTQl5IUogibtvld7/Bf7OrMXL744JvF2t2pRdT2YnpxPgsZu687uwaPHtVZXIUmV4UHNa1Hhd3fuWL6HoKOv02PiO8S1JYUCURJQuC7D909G7zj/Btc1TQhB0Nqg0riCCAwBTUGRlXeTraSrIaYAUAwANBhFGHILmCt4wlCXo+XkM2nmWR7FWavUh8Tt+C3b9UAwqgmUZb5cRFmuoUQABUVGMQc1gTwsRzwFnLjoqLu0bjEhLF7Z271rR7qXH0M5GJ/+N5l9ZdWtRC2mk7lMjSVq3c5WY+eIWZXCJKnEME2gmFBWI/lxdDlExDCTC8ON36017svcQoJSECFWCoJQQjYRZz8V08ktaOV7KYs/Df100NVLM5qskBoOBNEQo4xSZV7Mp4vpeJkktOKxTqvVbtRrvlereBaHG4yJfiN8grd+2PoCEAANUGiVLRbz8+vhLDckqDO/ajle4LqcwLq6Ld7Oddl4rBCAAaMwnc0Hg2Hv/OLqOsoLtr29dfeo3d2pOi7N8vTi/OL4i/z5l/2vT85yeWJ5tXqz/vhnR++/f7S9WzNGnr4YfP1V/7I/nMUjzexGu9uq1UirhgQ04qa+yW0nyrc5VPCNNj1ar0/n88WiP+hfXl4C+EeH9+83m76dh4s8WXz+69+O0p5MTdk6aFXb3Z0dHzcxBmA0FFk0n56fnj4/Pp4ute3Wm3GmDHDLRkJubPmbWfyeE/+SCAClAGDQaKnyJIqzJJ9Op+e93ovjF1cX18vlMk3TNEnLspRaIwAlVDDBBdeIUhtpjAFDCKwymHZ3dylhjUar0WgIIRANIWxTxZEDUCCEMbAtGlTsZjMYDuKyyEqp8kLlhbK5oZzccmLhqw/7dv4DgNbaGKO1Looiz/OiKJRSlNIVevVW/PE1iPoHYNWIKIRwXXdVg2xTeOrdYQoFUILOpYz7/YvexcUizOOcxFI7FqvW6nv7e91Ou1apuPYaa6CvcOQWHE/XR7OXDkBc9WA2jNJarba3v9dIa67DKDWBX3XcQAHRgBqQADIwBBWYEmSap3GcpqlEHtSDZotSAoCbLn8UwCAYsypUA6BhVR8OLSBEmizNoyi+vLw6O3kxm0/9in/v4Xu7ezsepTrN46z4+3/81f/47WdxIZNcGkIb3a1ut/3wcPv9+7u2Uqf0ZHo97Q+WIz1LvHx/O7nbyfaIK5yXL/wj1DECoFQyS9PlYnl6enF+1jOgOq3mwcGR4wQXveFvfvP5aDgbj3t5yeqN1v7h9r7XwDWfVq9Pp+Np77z3h8/+8OTJ1dbWnW53P4qzJCuVXkFXxGwk4kuHyLdEB69n7Oa1zI0LmQAB0IiylHK5DCeTaRjGvfPe+enpaDSaLxbLZaikYozneZFkubBsLnhZFpQQx7LWICahiGAQDw4OHj186DjO1vaW49ivgj4rrIwBgOWIatXxfeZ6FFk5T8LBfDaJwna9qggYYBTEpi/hK8/9Oqc3rwNAEUEpkBK0BgQQFhDKuGCWxYosXSzmYeTypEwlEMooW/FZrH7bIBBKOGPGGGOQvb302XcR2SwdBGM0YwYAgBJEs1iE03mUy47faFDLsxyrVg+qFRAU2KZRyDpwbvURNSEKQJk8XS6W43k0jYpUkZrj+UHguY59o59XuvUblmxZFHEUTSaT8/Pzy95Fs9nYPzio1mrtbmtvbzcPl09+/4df/+6L337x1cXV+dNngjPGKH3wfuMXv/zocAeIuu6dD0bjU6lUvz8BgE7bM+bAaEL56mHNS8377ax5/QlX+tcoKQ2aNCmurkbPj19MZxPH8x4+fLS/czCfhJ/+6veT4fysN5inaFc72/t3tvWaSwAIIEHGKpyMR/3Ts9MvvryYZOzO+x4QpnVpjNocBlb6h74sMOmwVivoNL2qO58tkiSO0gIzCSUHi8DLgNONlPtX/OrPiggxlGoCBpAAEcAcIAwJAUAKSMFQREsIEJZBYhDRZKaYMBNzW5liXia9i+f9k5Pny9kMiEOaj9j2h7WjnzUPXMvnGnha0PG8XMQAotbd3t0+vEu9QFEWLkb9q0tCp9PrzxfJjNvQ3d9DajPf+6u/+Wh+eX1xfHX82RMDXBOClLvUb1R3D+5/XHvvY6cVUCstlxekSBu2cduMezLpf5GOnsynk/lolM9j0n7v6IO/2T642+p2KLVXHgWtVFFoy7IJv6z4sAAAIABJREFUuSlY/Vam/ACT4geva3IT34DIDVDkDhg0hBAGCMpmia0zJ0nSXr//u2eX/3026qfNxvbRwYHvMIK5a5PlMDx91rseFu2de1YTa922So1bDZAXhVGSoiRAKdBN21VlDCEpUxFmYe/ZsxdPXygZvHf/0dbh+8K2OQONbkkC5KKzv/+//K+VBzv9X/3m2e/+3//rc5MIlilL5HbQfPSLD/7q4707D9rtOnehJEhsu9buFKUiBGy7ABUphgqMUgYUIZoRzVC/sz300tj5oZx941dvzlrfHm/18g6v3AsNaqkzQ3JtQElAYxgBRpGBYlxxQYUgBEBJMJoZIxAtrQQzNjGUGjYdFF99evnZP5zP+yWxRHXH+/f/+fHO+7S5RVyfoDFKGkIsQIuxgDB/Mrs+Ob3OUrm/07l/pA+3Kw3XkYoog9wmNiOFkWAYJUE455/9w+nnn55cnuejMTgV+OCXnUd/cXfrgDuuAlCUEMYYRWY2fEDzJ4h+/Rb5f4M2klXLTWCrviC46n4FKCxHUcYEVAW4DOxSuZm0o3zZu37x+6/HI82CmteoO55VCexaxTZZedG/fnF9XVjO9v3393YOGlsH3kjb3NYGKVJKbQBOgBmkiAiIDAzVCS0W86vL3/7jF2cn01rr7u6dx06jxR2BtGRcA5ZI8gcfHtn6v5w/GX/+5Kv/8Q//reV6dddZ5ppUOw9/+Z+O/vKvOkfblRbLEC3mEl9w44KDDrc9O9ep5IKXUuqyUGjUJhDnn2wy1t3l6XfvrRsQnxADqAE0gkQsESWgosSwVbwcKkoVQckoMs4AKCBFDajRKEmJCnxtMFssn0aff76Yn0eLEaiWFfzM3/pZCx/T7SqzmQanKJystHPjAKtB4/Do7keeg+2Wl8UDGRcy+7J/Ulp51n7vXqO2E1QoWNBCVtUwHYz657/6+ssQHCGqFSrcOt3a2zr07zyE7a4mapHEcRYWOgQ9ZhlNBsVZT07G4+kyyYlnNe/uH/673d1PGrsBsaHQgEA4pajXzvcfeW65vdF+UA7Cn4x+OujqFgf0uk0HoQCgdVkUSZYvw6goCotXXMED26q4lmdbfAVDbbbH7WnAW4Exrw7zUnujKY3JlM6zNJstk6S03EYgLNe2LG9VgXz1TUYBEZDeREADrLWHkuV4dNk76/X7M62dRuvOzk778KC5s2NTGqbpjKnq5IyZMi+KMjcuaABq1ertTmc78Pl0NhyNRscvTi4HYa55ZbKIFokuN/p+9aR489CvLbNX3uw2aGUMMrZeRoxRKXUYRoP+qN8f5UXZ3do+uLN7d8ezIXrx9VVgO5TQpChnYToaR/N5utX1V23igFJABoSqvJxOZsPRNJVWlVeAWZbt2o676lRwa/1/+y74hjnZ2NIIgGA4K6jBJEyePXk+6E8uri+PXzzvD66N0VrKIsu1lEqqJE2KUlq2V6nUHQgMIaXSyijGKaVMCMGZqARV13Ndx3EcV2vcpCSshuMEOBBOgAnOA88NAgfJIimirCjyQksFliC3H5G8+fGb3hMRAIqiODs76/f7k8lkNptprQkhlFLGvtGEu8Gb3l313sTWAcDBwcGDBw92dnZqtdr3V94GTIl5OJ8Ori7Ph8NBWqAmvuXUapX6ztbWzvZ2u91inNNNCSTzCmT5MrJlDcOtPXpICKxAQ0CNiJzyVqtZq1YsiystBRMATGstAYFRuo6elFCmEC+TPImTuMhyv+rVgqpt24TRtQmMuILENuDpuumXDYQYxFKG88WTp0+GV9dlngWV4ODuQXu7EzQrNQ5cWVGUBZ5V5Hl/sEglIcLxGqzd3d3Z2/d9v5gMx4P+ZHg9mySprvvKSks9DefNqhGuDet4n80bvzaJ78JqUAAmy5aLxXKxiGeTNIzKTre6s7N1uNeqVWoC5bOndprK8STyKnFeSg2GMgTQQAA0BU1AkTQsp6P5Yr5U6yRZy7Jdzi0gN2D+K4ID1xfN5vPtrXtTW2iDrKw/rySJRpNlWTSbLy8vhicn56PxrNfrXV9dlWXBOVvOZ2maCMuSUpVS+0FVGitKMi2lZ1mCMUYJoXR1lDFGt1qtSiXI89wYfWtH3DwOBQBgwCzCLcYEU7rM8ijNwzBeZIVlXIHAV5O+KuL09sgX3PxFAMAUeZRmyhhLKaE1BbAtC1b9joRV4cIzSAkhjFMhKGVUlQoIAKFKQpYphQUVxrItzvib++tdNtyapwQorEIZCGgFpijCMAyTMMziqFAWY7ZHBbMcEgTcsWFdB4yQTbojIAGDqwrySAG4BpSYlTopleHc9n0/8GyLrXtTIgAlG/11c6Yj697ohCRxPBqNZrNZHMdplrVpe39/b/9wl1IUTPntyv52/aRmuzYZz2Qmue1WqrVWUL+zvXVUrUSTYW86nw8no2VYLbVQKl4s9rWSiNZGOa/e+F2IbEqIbn7QGC2VLI2BNM5Hw+VgnBla2dve2z3Ya9drVMqKzYlURlMkXiYhzktlblaSAVOCKbI8G04X/dFytixy9AR3HdsGlAAKgCJBAwBA6NoqpEAFWI7vu0HVFrbSeql1rqTWCrQGw/B2csqfu4fx/9/0DfsOURuUBJAgAcKZcIBZZt0WQRqigZpV5DwDAloTmXJMLEgtqtIsmU2uF0yPLp/CbAhIYbKE3K54WyToWLwurGqp/JI1tbNnW7T78MM7j39m1fwSi3B4bDs4GqWT669hNJlsdTtbNSZ0tVaxRMvT5fnXz7PxOZQUmANWNatXm6xeDXYDp82QUlUW2jCZChUykhtN46lahPNoeg3hCNIE09Gy0wgqgjJE0vWrtuOAjrTWJYK97uL1Bk9uTLUfyM3vQ2soGMlN8BEC1UBLAATQxBBQRKUWZhWt3CQrXwyP/+sfTn5fKDzcv/twZ7dTq1m2ZRDUPE6fX88WMT188Emza3yb53kOQApjwHFKQTIKlAEVoBByDYagwpwWs3A8On1xdnE5DJqNe/cfb9175NsgEChxCXMpMG7prW5Qdikpvhye98poAi6Qas2qk25J9v36Tq3OHZAaDBpEyhzfcQhoxVByCpqYdTFVIIxbCEzpNfvoSlC/C4++f61ksmoE9rZZ+oFSCAEBgRgNmSYRrjq1U2IQkBAkoFAqAWizwkBaQPn/sfemX3IkyZ2YmV9x5p2VWSdQhUZfc3J2lrPc1a74qA/Sf6wPK+mLqCHFY042+8INFOquvON0dzN9iMxCAY3uQTd7xNHT2MsHRGVVRHi4e7ib/czsZy6wLlDEAlqCWgJIG8FiOV9dP35awCOAbT+61xqPhwcHUW/kJArLorZsgaQ2dcXFcnU5m5xen1pQ26Pxzg5028aWOciWVjF6YhZApaTAgXbCTAr78EV59QSAIOmC0UloWr1OqtQUwAqE0Cih9MrdqlzyJ7Mir5HEJpq30RsZAMEzgWAhSCAzoCCOEJUAWYKurcxtNctfPjn99a8/e/w86Oz+19EHe72BSWP2PrteZZ8eP394ca777b2DO6Pelo6iPC9sXRoAiUKgkWgENDXGPAoAKqFehmyvTi9/9Zsviir5+Gd3ewfvBb2eiICk1dorctJRv9/Fw2hxprL8yezh2QzFMA49quFRa7vdOxjvcCAqD6QQMVYadDvB0irEUIHLMZHKoITKAnPDFozvYjL924TWmS7f7qzbxguDB7ZCOAQHwCgQUSCARJDgBVeIjMIAKSaJzOxK51aEK2FWVM6n81k5Kfj6GBZXUD2rgxd1eaZTl8TvYxx0u2MdadZzjpawNxzt/fjgh7/od3U2f7i4/iy7fvzy2dOTL/8eptQZjHWtwihWuoVRq+x3FrPr5fwCLq9AGzvrQtgNdvZ3hzvRaGcaqMytVsUsr64JVqgqnU8XZ65ari6vziBbgoX6/HhJbSvHsvsBGJACLCHdBG9+Tb3Hd5fXYyPejJv5U5bvn+uKGFk0M140qMhquZrM5rUnkAIJAiPTSLdjk0Tr6A98i178anXfsJPcMm02kBALIrB5vvLEKHXtIGARmiiSWnmvWd66jHgFUTIDEoAlX1xeXZxfPH/06OFsZnfufHz/ww/u7A+2tow2JVCWCqi1ilVS1mHNLStaYdgdHRwNt3fiOLH14vj42cNHD54+e7rMZXewn0adQMaBCsQtoISRbjlS/vBMI2pqYG141gGI/Pn55ePHL05Pp1InWzs7493+YKDo7LK8uhDOycD4OoCgpYNuHPXVTSlFcuAqn6+KfLVcLpdZXhGmoEwQGR008/TbuPH4DXjx1oAAYulhBd76ymVz9+izF5/87tPHz19ezq6vp5eMsL+/n8ahLXJX5a4u5/N5Xlrr9arEwqnhaKfTjUxAcRRoY6SQQRCOx9sHBwftbkcpjSg25nljEiGwQTbMQgkRh8ooL2TtXbmqilXli9qHBnGNAOK7c7Q3b28zCvP5/MWLF0+fPp1OpzfQ1TeASrfP/Q7inBuPx/1en1vEuJZvWE1uvSQAQIDe5ovr85enL55dnF0WVlrZQt3t9od7e3tb/Z5W6yAKuAVVbkIb1mE1iHhDuNu8esQMyAQeEDx5FMIobZQGACnNmnQJJTBtFDMGduDKfHG9yGbENtBSaRNqY4zRWnOT9Xsrb4qB1SZcVQG42mZZdnZ28tmnnxRZ9sH77+8c7G0f7LaHXTQoRAXKirxSGsI4LuvZdFHt39k9vHt0sLe9NRwozc8uJ58/ePzw8dNJaWTLSgRtRJgqNAxoASTAmgj62y/9DOABagBHvJzOz49frFZLrdSwPxjv7+7229Lmx1idCJ/nJZNMdNj2QqpQe3QCGwUZoQbKrctdlduirEErE8dBFHV73Xa3RTdk7F/Jab89bq+jVzcKxhoy2PzeATKAq+vp6dnT50/PHj8+e/jw+GqyzPNSm6TbH7Ra0Z07O3k2z7OV976qqawhJ2Nk2gqj3X6vl0aBkVIJz0zMB/v79957b3u8ncTx6027hQcigASpQEgUUpEnZ613toH0EQA3WuD6hK+uLK9maoPI1dYu57Pp5dVylSFiO4n7W1uDVschhkw+6Rz0hhcXVd3ppb1+CFwXq7KYTlbLcjrLJ7OZicRopzPc2mq3O1qLxkT8tpv1bVwQ0JOtwBWTy8lysnQ5sZWkUYSqs9UejtpxohvmcA9C3QLoGIAFEKAAFMTGs2BhSVjUaLQOQ6WlFKzEBqh8BSbf3JwaHyV5l62yk5OTy8tLpdTh3Xvb4+3RaJSmofcrLSuQkJqiE1SxqG1d1abd2jo8+MFP73582O1GeX7y+NnzLx4+fnl2lpVVGEVJkkrtHZXEkteTVXyXF2Vt9XpGInJFVk8uZ7NpUVLa3b1z8OHd4ThUNuPyCvIZZblgY6KhjvqM+hak5EE4qIusqq/m9cXEFXVk0q0w6EYmasWBQE/o3breB94sZMASWDJ4FDnKmTQkhK0LKnLvAgRF3JRCZQSGxvz41g/4Z/k3ym1vEr/5dZOYg4gCRTPZAQCACYgAPRERCSFBCGavBUdI0tfLonTLEshYTlqt9u4PW7Y4N1jneVz5GZ0/tDJE8aHoJAij0cHPUezVGaX7h3rrCBOQNOtwgflltXp6lV+B8PXycjE574+7dW0fffbg8vlxUclgfBQmPREmqONItZHN8fFxmOvhuLU1goAqRUW5ml4dX0K8074zbA/jIA0C2ad6tqoituenz79YFV4FrbgVkAeldBAK+Brcav3kX/nx3QAQ+prvv0nevHhTcEcACSCyyFWEZWwLvJ6WZ1fZw9nJ785Oz4If/dcf3f/LHw/2emEMTMVkunxyfPboYinl6OPdu+NhaXw+WZS+LNh7aZRHduAJZd24dgULbY3LjVudTS8n0+mq9knU6u7s794JQwOyApROCue8nZ9PXvz6xYNfvcgK+OjH/4Ejpzqi1W2XFSlRf/kPf3t5djH+6OO9w34QKQbpqA6MBAHeggJGiSCBJIEkFoSvttlvqRR/fQduem5z8I3X5Fvb3Xcw4Zv0Co+lRyAJJD0J9IAeRY224KpiCxJQAmMLMPbeERlUoefSkm0Pk6Mf7pa5m76sXCUE+U9/8y819H70l/tRHDgQBIFGSU5gLhdnxfXZajF3cSp3j9rjI5BtCwo0BBq1dZ6QGIgZCl/4gD742b537vz9WbnisrDPnhzLFFt7d8Y9IZhBeMRKSiVk45D79h3wxxTeeI4EAN5orAyAggAES2aSzBoBERyDcRBUtV2U50+vfvXbx7/6/LiQd7aOBnd+vDsaG3CTLK9Wp/PPnz0/mWeHB3ut4ShM07p2ebkArpR0SF6yUGLtXEVkKZxwBVaZyMt6Vc+XzqpA93eTnf1w2KIAHFdsK2EdLN35o8vf/93z4ydlb3xP/PV+3/B2jFpKUvHy8uVvf/m3Zme8+/G94Y4RArwEqSWjJCJkQXkZougmCQghGQTivx0ceRcR65yVV0Dhu9z0NlN5Y/F6JEIG3AQTNc5x9kgemBgQELQgxZVEW4tqXswm0/PKybR9d2u4a4f7vl7p4sovr2fVs4vnv0bkvYOPzHAPKJXJcut+f3iv1+3c891xlYI0Kg5IR3lWvIAHl5BduTLLpjNJTuHq/OTy7OV1lsn21oc0fD+MA2InEJNIn58+t1WO+6N0oKKAcihROABZlZI6/dZox/TGQvsiW+RL55cXLz//11VV9D+8m4y6hAAMSgC8sp/e6YV569+8Ycz+yTJbfVW+X+gKG4uFbhwLLMDzarm6mEwrolVVzfN6eHC31YrbaRyYpvAT3EyzW8Lra90s6CiYCaCp0tRkwnDDZoeIQRAKIWtbCiG67VZsjHBe3oQ63bSOb44AwHrKVtn1fH49m889xYNR68691rAfGOMBaqgtWo7YILVz2yshsqot4kF3e3e0s5Mk0Xx+MZteTiYXi9UcsNvtdPe2d7d6g1bS2kR0vApHWgPom+iSt2odr3AKbIq4N84fqqry5cuTR4+elSXujXbTTkcogtUkP3tRT87rbF6zs4FRSaff3+11pNxQ64GvIJ8vFtfzxWSVLWvrdBQmaavd7nQ6HWM0r4nM8Q/RfbyCDr/uzxAKCddFtTx7enX6aPnswezLzx49Onmh4+je/Y939sa7O6N+J5FUFcvLbHF1cXF5djl/eVEU17bmJO3f+eCjg9FAtTuxlBJApGkrDMNOp9Mf9IMolBIEAm8MekQgMMgRgDZaRJolFFFApfdZkS/yer4sE21irb6tZ6wBjJRSUspOpzMajYhoNBoFQQAARNSkDd6EVjUHb8RbvTt6ffuU3d3dKIqEfC0tEV9nXbiNVrw+FgxANltUi1mdZdmyyMqohAQhZBl2u700jm4m3u3TmypzzARvWcgA8AaKx3VRG+DNrnobqACBa8KtteYnsXZVXiwBfBBoEEJrHYaR0eYrafOMwKp5BM/AkOfZ5ez67OJ0OrkKgqC31d+9e9gbjcI4BihtMQ/8LC8zBxaUJlRCin5v62BnfGe71++kfrU6vVwcXy7O57nTahSpNLBRQK1upBPj0TbFSV7xi7z2wH/QSGcAB1ABFMzZ6enTBw9W5PYGo/s7O+PRVhKJi9n1w8tnn2eL3JKKWt3eaFeFkQVy4BCsaNJhybmi4Kr2lasdgTIqDJWWQaACI6V8pcjiZul63bh74zt8fTQ8AAMiUG1dKRUD2OvJ8YsXDz7/4tmjh5fzuScIR+PRzu72eLvXbqtOW5f55PTF88nV9cvjy9OLLLcm7Gzt7ez96OjO3e1BEopWJ2aJzrk4TtrtTtpq9fpt8jdz+PU2AoMArYUxRqkA0XgnkLVRgRJSkJeC4LbP4gbUuTmAWwfoAXwYgLWzTz/91ZMnM+c7Sbx7Z//w6P1gd58Mxai30t4BnL8MItlqoRSeiKcXkwefP3709OXVdNrfSn7684/a7fZmaX1t2P+gvPF4AB7RMzpydjVbZNOMCuZaFKLKff7+3uDg7m6cCGIgCQ6wKZYqcB0Vf8N/DsDCOfBce6g8sDSMwjkrBOHtdMr1395sJgwoAcHberFYPH369Orqam9372D/cGd7LwhC56swbGoC5IomnF9CMVWCqyDkXk/tbHf2unFSFavlslidXl1NFnNjWsOtZO9gONhqSc0ErsnL3mzEuK4Y+06yGcWGVpTccj67vriaTzMn27p3EHYHJlz67NrmZz6fSue1aqFOVdAKo9QYEI0WwQQSyOeT5XK68stCg0ySdDdNR6GOWmGoFDrBBITQ/NtQWmJTgoi4AlgJMRPSeV8WGRQleQLixpUN66i2Jrb0z+jVv4cgv7bKbY4J179a144gZ7UEJVkwSNAIhkgxSABGwUR1QD4gPJlX9XUN7bvt4U8PPvoIQtByamCyODv//NdfTp7/CgvXCXqJOtJxT/V1u/sD8oYVFAJsDshFV7e2B/1V5/KxYqZaUl1kq7MzK/KzLx68mH76BNL9jz7+i72je0k/LVx+eXJ6+uz8/MtLiE5/+KP3enFHQwFcl9ZndQAy6bXfv/v+nTR1LTOR9uLps7PPH02vnz9c2aQzOEw63RAAhDCBsB7If6dSp2vhtyzCjV13s598DeL1zddkEMxoPSCywAp5ZXwp88XZFw8vP3l6/uCyKmJoddL7e4d/+aHp15ay7GKyvJ49/OLJ5bw+/GA7HW/3B3niV9nZOdgqlBwga4BQSiPX/DSoSuGL0JWhLWi5LIqCtKE4lu1W1IE4gAAAqQSX19ny4vTil7/89e/+7sn2nfd//jd/vf1hr38QpLF49uXDT//p89/+/X/3//LZf1PJaNxXElAiY1B5D0ASQSA6BI/MwoO0KCrAas1BcTMp31W+Cee6jckifDcPwDu3AwUI4REcgpfOCYeIHoVHslRaZwMDSdwBNtayRrBsbTG31oZJnKTpe2J/Z/dA5MnTT87/9v/4u+fPa8DZ9m53MB6QlASVZI9FLZatMOvRNPA5JNvh3v3e1vuIgyk7hZVCUpJRK1UjsPQypsBUaSz3d34wP6bz5/Vv/vnhbz55Vv7+STxeRaOD3o4GtFU9s1QKiYjq3yVb8JtlHSK9sUhxU0yPGjoYFgpBMkQAzCzq+fL85PiLB5//7ou//dWDuQ3e+49/Mf7Z0eh+r93OuVjkk+Xp8XVW2FZ32BuMDg6PdgNdXkzTVJuAyGeSrQaWDEoASmDHGiiSoGqbX87ssg5My+lUd3rt7THEUBIggrQyqsLqLHv8qxf/5//6j/Nl9IO//usf/+yjnbEcJJX29smDF//9f/vl45Pih//j33R2BoOtLZJAEgrnEcCzW5WZJpYgGqJS3PjLbtaUP+6ovKGJf0uknZgBBUtDQgIS4toaaUqjAgkABPSAlcJSc6ZYMtfZKquuMpD9OD46uv+zsJUEynfodHH8u3/85Mn05PG5aA/7d2bTSmPc3f5hvGNN0BMIuYPaghaJToYhD9NuR29ba+U8u+gXPc/Vavr42WcPLr58quPd9+7/YufubtxXuTvN87PyJP/9r36Zq/Dwv/3nTvcgNWIp0BMytTyMuP3D0d2jJIVeG6ienL148eB38+NnD5cC9bgDcYCRVgokiHfHeP+EkODvT77/qKtmxssmzcHVkK+Wy9V0VczLOre2ZmkC3e21e/1OnERrU/Et2XS3HO64eYnQNF/ZDRAuEYHIO+t9bV2lJPY6rW6adpIkMeYG9LrVupujRm+1RBWR1VqnaXfQT1qJV7IAYKASfAW+Qm+d5cqaZWFBRirup71Rd7DV7gjv4nYrHQyHOztC6cHR4eHhnb2d8SAyav3m46sV4PWn+ybcSggBwDeIhnO+qqq6dt7BcLh95+Bev9fTGvLZZHp2Mrs8vzg7zaso6Ox3Bp20FcUxqCYlCwnAsy0X8/n11azIK4FCSZnE8aDf73Q7UsmmXe8ckfTNy1dB9ur65MWzRycPP108fJAdTxa1iY7e/+iv/uoX9w7vbPXSyEAoLdjZYnb29Omzzx+8WNanp7Olc4GX6db2/k9+MN7a6gkpASAM46qqmCmKY7mph3e7KQQaIJKsNaJRPtReydqTKuoyq11ReU+AINZ8Z98or4z+BsgRAgCMMfv7+71er65rRAyCgJm992/wtd+AWbe/eYfOfIsYY8IwjON4wxnW5Na/AnBvnv2Nb9Y/eFtnq2KxyBerMq9ql1YqUGCENGEQttNES0HegVRNxM5NrzQ+D2Yi8ojrZb+JyWNi5jWVTwPQrfGr9axuCvI06FdTAw0bvnYhgMAultOqypU0oKSUUmu1nnQAsLEdYc2hTWumWaK6rOarZVGVYRC0uu0wTXQUCqUUAAGDzbme+romcrUnUqFKjYhbYWi22kE3DVd1FXV6w/3DvUoWJLeG6eFOa3sYB4EUYh2P+G8guXkF+lV1tVot64riIN7evtPvdwBW3mXF/Hx+8fz60tcUt9NOf7SVtlsA5LyT6B168F7Uq3x+vZrNiqwkUl4EUodJmkSxlopvJhS+fuO3RSbxugtvzwmUgA1tf82QZdlysZg+fPj480+f/OZXn19clFvjw3v3Pjw4PNrb3x2N271B0O8pW02vT/dfPnn+afSwyB5Pp7KmwHPQH+x8+PGHo0GctgJCstYhiOaNeK0lTdT3Ggv3gAxKRHEcRXEYxIi6tlBVztUePMkGK3i1zL/2SF/b7cxE5WJx9vDRg+lUh2Z/cpXXtOUo7re6y0JUDgGRfLFaXEw4Y5ocP5r/3f/1xZePjkHLu9XW7p3hnSzvdJ0QRspvHXL1eoscc8VUVWW2mC2Ws6LKBVDsWaCBMJX9QRLHICQQgEdcl5bAV7WM/TqIlMFZZ11W1rn1oI02QWCMlLdiTOEGV70dJ8ZAtFgs5ov5YjGvqrLdafX7w253EEUhigWAA8jAzm1xnS8us+W0rg10QCWBagVBIqKQ0zRM2r1Of9DqlWmcHh1tHR5t9fqpVE22kLi1N7yzEss3qTQMQCjIUV1UWWmmQ5bJAAAgAElEQVQrFQad1rC7Nep0QoPn89XZanq8WFxldUVah61OnLbiOFRqE2cGCOBW+fxscjXJyxID0i0dD5LWKA7S1BhWyEr4dRDabdizWTvJGApDJ0ReVUVecllR7cg3pYdh06XwtTxif5Y/onwFLMTX3QdNAW8AACWCQDtf1a7UipUMtIxrCJjFGqgEMgyajKwN2BbIA4g+9ulPKUIrz1gct7xL9eJiciF0D5YztgAh1DolBoVACLkDRxBiH/EqDdJ+HKcKlkWhqEZvy8zjyvoyANhR8ceDu/91/4cfk85h9bxLi/n1AvJzyMtiFrjcS1kyeesD0Am074XbPwl2D0ksovaqI6+vljU/eg6reTWfFUVVVsAahP4qMv4H5Kbrbnkd3+Ea32mSMzBKdN5K8JG0VM7dbDI5vfjsV5/80//+z+zSaO+99w8/3PnF++3DVhwu6nmWnR5fPXihr1f3h/tHd/d3d0f99oLnNQOFRkZaoneS2QAEDIxg2UMDs1R5OZtPLyd1RXGr2x0N02HKGqSEGEH6Crz1lYecVwtXUAijO8GHP9r6y53uqIrcFPx09lj/dvLyeuLm1/PVHISAIAFQwEJ6ZlIAnkkAACNb4EKKCkUJGACYb91BX9PfeOvz1j/76tb3zqboG3dqxl9IiNJgS0mwHhxYL2vAwiGBJ7YsvAYHrgJvyTkfSCvDmqw1AQShBVp2RmLUb8c0DKz+7B8Hp8enxQR8bupSuUCC0sqTyytcMq6MX4LNIQgh6oGNfKYEeYHEGkCKpsKC84hCVaxKgVUo24ftvXF/e3FZPHr0bDaFy7O8WGGfA+aauSb2AiNm9Z274Y8rza7bZP7fUrmIoQYACUQQuJmuZ9Vscfzwi3/+p9///rdfzFdq76e/+Piv/4ednxyMD6KUJucvn2bPrq8fTbQ3d+8cjccHR3ePtoV7Ppm0AgzQOV9rAZJZEjSUCo59AC5C4rzKrjNbognb3Oq3RoN0hDIGL0AQaB+EdauYrYorWa1CYQad3cM7P//JcN8l4WVY5VN7Vtsz++J88fJedX2NB1vCgGOouZISBFtHtQEUgOT8Kx1j42Z7qx37fQl9Jz3sNZomlIBKSiNlAMjMwnl0BCQlCwVeIDbuaqukV8Ip5JK9rT1YDaofBIdR+wcuCEpV9qRud8/bycnUncD0uJicU/cehYJ0yhFACMzganAEHiMW7dgP4qALcAV2Ubmp93N0XljrSw+Vwt5uvPOz9M5+0Km5QpFl9ey6xgtwJlueLC4xUpaLulg4yEMYvCeHv9CjD6LUd3qVqJ/l2SKMpsDTup7aOvfeStY3Q/Huwu+W3Pz/64RBABDrjOUauCyW11merUq/yCthTL/d7Q/6JtBSCYECcb0cNMkt4pXzrSlVxq9SFRjAA8CmckCjrgA7V+X5oiyX3pVaJ5ExQIzESshNc/AttG+MgNp7BwDdbvfoMInj8Vavr4EFeQBap/aL0tKirubsSiWljpN2p99u99NWJ0kBYXh4+F5tW+NRLU13b//o8OjOeNQKQ0AAibDJ2JGbshTrdtDrMRJrvxa/ZkcJIZuEQSmlEKrf6x8d3et0hnf3d8e7nTip8/P6crp4eXb5/OVJJXb397b29nutNmoDQjSdWgF6b+1yViznlpwSLEMTDIf9wXBgguAGE/w+hAFceTW7fH7y4tmL3315/vQMZHfr6OOf/cdf/OVH798btKJOKAPppahB6nSYdjrd0sln55V6WbrKl1XNgFESt9ttIZUUQgiMwpCYlARmYHo1hOvIOxAIgRBGSBEqMJqYbWVLy95SM4p4q3lfK2/0wg1oqLXudrudTqehIbsJtnrj9X7DR/TdXv7mIlIIIWWjfvoGCLg1d9+CWL0mDN6Xeb6Yz6+vrhGFNkEUpUanUWCiMOh0osB4hPq24/Xmao0V3Tyi83ZjMiMzExMIQGRAFghA3oNo8jfXYAUiggIAgU3VDyQAAb6uq6oq66pk1oE2SsrGDt7cew2eYcP503wjBUiBAErIQX/4/ocfxq20OxworZQAAR7rQpMFW2Btuaqc9RY1xR2XtMJWOmgnUaQpCY/u3/Og774/qVm0Rrt3Pnhvb9wLpJQgb3k+ee1HezUM7zRWAAogApDMUbc7vv9emIT7e7vdNBFEdZbl80X+/Pji8lrpsL+1vTXaHo5Hg1BrQSBZeKrIlVTOr69Pr68u86wEDKO43+lu9frdVjtFyU3Yqrilx+HXNvD1CfeablEDF4B5Vc+fPnv02b8+/d2vXz5+NE/S/p0793/44x/fu3+/v9UNImFCIlmIOOyNR0kQilpevlydzmZFZV1lPYHQRgVhGIcoyDliRqMlADgHAkEI5E1V8VtR3AQIoFUQhFJqQFVZl+VFbWtmQpDAf5D2+/YzI5BaraxW4Xv3D6ez6vTUFrmeTC8//dfZYhFu9XuuouVyzlRVxfLh55+ew3nqryYnfHI+M0FruD3a29+K4hRuwGWGb0VMeQsWWTcIwHlXZcvFYr6czfLKKRYpy1CHJo5VEoPRIGBNctUs+01H3Vg1HgjIg/fO2co5S4RCmHWtBnVru4DXFoNNrmNVlnVdSylGo61erzsYDNJWKwgjpRVKvXb0VNVymV1OptNVVpNQgrqJ3h2kvTSKQsGd4d27H1gKBtuXSrTuHd7b39/vdFpaG6MNAvCGfmSDWb+b9sqb8GIgIUGHGgMZdKLdMBX9g907w3FSmuVqdXV2cvry+fXFhL3upINRf7jVabcCuda0CIigLsoimy6nk3LpjGDQQavd7gx67b6QGpAkCIavODcAAFgKESdJmqZSVLXzeV2XtaV14jtvgN/1aLwlZfXP8seUt+ofzSYAIAAlSgUAVVWAr4WkyuYRtVGilkZaI4RhlsDoiYkYSEgwAlOQEYitEracFmSA1FjJote+6kYygSLgTFDpEcoA5gaAwTA4DxUASJASFHdCmaQmCbVeFi5QEBsUIAWEgU9Bhabznk8P5yqyIChIu/2o7PunwZJX166Y2aKrIjAyFiIBFQf9g3h0hxJd1t0FSw2OpFKqAsUgSQgECRUBWdAKBH8L+u/byg0jNGrR610qNkQZr29zb/cYANzCmzdt2BDXIXjwQoMEH/laVvbs2cmDX3/yySdfPrmcxr3Wf/5PP7//N/9T+8NdMiXYSWJX58fPZ7/9tF2Ge0fBQNaymk2vL+anz6/nc+upLMrFbL6Yz1ezheZERSBUbWIhdFB7Xs5X03mJHPa6g/Go3+9pFEAChGZtASsQYFQtbOFl1EruHsHRvawfCDNRKLut5O6wPwrNZF6tFqurqxmqrgxByMY4QceMkgWCYjAMAkELj1AD+Fd99R1rjvJmlX7Vv7f8DDcWwWs9/m8zFhkABEoEHYi2gdoA1A6sdTVlSi29cMCkfKR9pBgUyMDoMLRS1YwWNCIKj1aCiEJjai9L3tve+uD+hw8ena4WUOa8nOeyUyl04GyIMsur64vS2qrbg94wDlMJUlTeCC9DKRSAB2vZsmRGUbFnUQqTAWCiVv2twd39rW6rM5/MbR17lwInADViJQTAd/X4/lEF4TWbv8FxgNf5gywANOQA5PNWcRbNjp9+8ew3//TZv/7r80UlD//iv/yX/+V/3v7ZR3qsY1NtUZ1X08cPPjn99Fql9yNpwOLly1PJq3JyYRcTUddKY5VXi8VKhsagwRBCJGFLW6+U5zL3tRVxux9vjVqDlkkADUj00qHxRjoAm2QrVfkw2d4Z3LvXOuyW8cRhQZCrFu3vdSbPlrScTY5fLg/G3bDDilF4RgtYSekFIjIqoRrFCG/P4Y1H4TY6/n3tlgJfT5B6NyEGxAa5FQBCoNBCaaEKNIDGg3QIDpEApEREgSwAlRAGhCYhCQQqA2ELgq4JBxi1Kw0kgxKmkYkjw6AKCUtjl8p59OA1WAkoAT3UCEKBQGAwWrU0J1QzQB0YUlgFwEwsawcmiofb4f5h2YYcKAjinuosjIVgAZUpimmxSrVB6QRVAlwArb2g8543withQWuUStRar1BnDHOCSgoUKORml3hjlfo60/PdF7M/tYDHb5DvP2FwY2I5gAL8arm4ns0Xy6zOS6dN0G534iSOkySJE6UVbJb5m3T8W6YaMVgGAaydFVXJ7IVAAAMQNFYdMXvyriyXtc0QnQBv69qWlatr7x2AfLtytHl2Zh2Grf391qCnAzMYjwaRREEkBQF44NK71XR5ucgnzudC6F4n2d0ZtdNEK6MUdrvDDz74wWj08TIzjGGSpmnLBCEYzYhIt2aSQARA8U18Gnwr1AVwY7QysxAyCILx9igIYiX1sB/308BTPlsWZyt+Nqmucqf6Zm/U3t9OOx1QCoTwgAVACVhVRb6crFbXdbFiYh0m7Xav3+p2gjCUSgLAty2b/BXxDN67XGT56ry8eLF6+Pjy5bJYJd3xwf7hT//D0cc/7KZhqjhSjIJBSNAGgJNOd3t7dzC4AjxeLOfT2fV8OffEKKTANZ+UejVBXrVyUz+YAYSAENCAlEqwkiwlM4AjcsSO6F1QpG94U5u0wfXw3LrUN0NX302+Af+6fbM39Z7mv7U5yQBM5PMsn8/ny5XjFMMwioI4jZsPSPEKLOCvbBYNSFXbuqoqoAYeFADoyTMwNpE2AMwshRRCCtG4yEhppY2CptoKA6BgALbWukoqwciIIKRAYGAvGtpdeOXEeYUlrTOTIAzjfmfQSlrbOzs61K1OO02TRGkAB8CgJZRQLubVcuUdWUYO42g4ag8G7VYC7MI4ODjc729tL/OKUIatbthqhUYFCiRAUxrmVafz2ihnWL+xXzOcvBmpho9LApg03rl7IHZHQRwOwxTjtE60uLh2z18uzq65cDpKk529raOjvfFoGAfaICki4pKgrihbZteTxWS6zEqr4+HOYLyXtBITNqg7A/xhaJnf+L/5gQAQUABR6fw8L6aT6cWLFydfPrg+PhHE23sH73/w0U8OD+/u3xnrQKBkRPJQ1wBSKxOEw/5gpzdI5OpqUWTzRVGW1vvKOUekJSopYVONRDUFMF6p5zc2Eq81H5RCaKkMorDWF2XpnQdAeoumcsugerUkbcAFRMAo0DvDgf5YYhz3Fwt+/ix/9PBqOj1frsrHkiNjVqUrVtPJRWJtebJ6oopzQYO9u+/tH9zfu7M/HEXD7Wi4NTRGSwHYRGR+q7Iqt4A5BAfotSBb5lVVW5IVmFIQqyiJW1v9br8dBEgKvAQhQW7I9Tde8rXiBeAckffknffOewmAQgil5DqYc9OTAGsYCzc4L4ogipIqHo/HUgln662tUafTieJQCCYCFB6YXFYu8npZ49KqinQaxMNWfNBNumEsUUbh8IP3k/27H8+WK2eh39lKWx0ptNGBXHuLbiYh3qzGb++ZtwgCAKKOU5n2e10nOjJsdQdbXZfYKc2m07PJ0+PJs3m1Snrb48Fo3BoNo05bBxokegACSZAV2WK5WC7nxSpntAowMkEax+0UIgFcqfUr/JboKal0EERaR4Cmsr50tiZHfEvteTP1+c/y7yybEnsMjMwoJCjlgbIin5TFnKkPTJ6t89YTrQtuoCJQHnTFxooQIqnaAxW1gwhcADUIoaM4bqdxGkVGB8C6LNEhKwuACEhACCCBPTCDQCUxBAiEjFXMKLiuliCNZh9iBIpJpRmGUw8ktEHdClU3wXYM89I776wXmiKCBGUhwxCNQiPBgLVyWUvlhCOhFUAkw1CaQKCGzAFJSCWorzc/3t5Xm4OvNyZvlo7vqOUxICIyeIUOqRQ248VsdXz62T98+g9//9urRR2/99H2hz8a/tVP0/d3KACh6hAIymL18uzyi0f5lPVFfjY5+/JfnIOrcjGfnUyfPDlZntdffv6gTLtXZ2d3D8bbe4PeVjLujxn4rMLpzE5nnjHpdAZpEgbKGqkJqQSLRKEXokbOrHSkFcp2BP1giWAsCK8SlQzSXjtK1ZxdXZX5qrYxonldwxIIqEAoBkmEzgu+VZz3u2vDfHut/GZ5bWC++22xYdNXILUIlIwlCvJEViFpSUqwQAqAQgYtBISRjiKjFTCBrWuBLIX03itQBsEgajSmFbTabRVAVsJske35rgIPVKEHrnVe1NPlimTVH0fDcZgkEBpjpVBaMZOlGhEFhJoFgqjJsyi8BKes5cJDHscyjEJtSmLjnQY2TBIQmb8K6/2JSsMzoQCQARGkhNK5ory250+rz3/7j//3v/7u80uL/aMf/PBHP/9PH/7kp2IrtkHmqqVmK4t68uLll7//ksLZlYPo5OlnPBm466Csn372YjWZ1avwt//822fZcrS3ff/e3gfv7wx60hVVXSzrbHVycjFflmlnoIb9qBXoAEgAUG0INCnpua54UdQFQtIOVScSCVQSiMgiCSWGw/5okHnweb5YzCfpKJIggS1SJaEGts3D+TWGiMivUlzXoPZrXt9/Z2k85Yii4bVUJEIQAQIIRrDOF84DoWMgbx17FBiASAhTVh2LQKodJv2wFViIBCptQGpwCNaLSGutpBQukT4S1hUzE6ShBGsBJHgHdeWN9h5zRi9lpERHq9TLSCmhJYcSLDlJ1sRaJSG0gSLIl64dh70gPVHI0gGAs04KE6jQBb04Gla5BIk61EIBAVQVgbMIXsoKcImiBHBEvimy22StvoH1fgNE9e3rSfypy/cOXa0tQYQafA7Fcj6fL+dZtqxtxQp1U9opTdLhcJAm69PkTdGsV+YLAniEmgCttYu5u7rMs5VLku54txMHAAwCPQIBMrNntgIZiIBpreOz501FcoDb9cRuREqVdnsS+wHZUGKaxAIYmGtgBwDeuflqdXE9na1WNXtlgl43GnSjdqyNFkQkhOl2t7rdFoF2TRFwZM8FsgU0N2UTAQD5htHrm8C0r4IgzMxMSqlutx2GgRQiiRFoubo6vbheHC/hrDSl6vQ6vUE7GnbDdlshliBygAqgBqyIHFU+n2SLaUWqJeKul4HQRmspEOWrLJRX93zn4W42GwdQU72cnFydPluentTPTsu51+2jO3sffjjeP+h2ol4IiURwHqQEcECN/0mEYRyGIRM5V5Z1lhVZVTtA+ZYGvYlbAQAhS1wXVSOBIJu8ZgBP7InJk+A/sMS+dSxuM6O/Ffx6W22y/1eX8bcroevYKGRkx+ABiEGgiMJw0O/HUegdoCKh8A0e2OZqCoUFP5vPF/PZ5Pp6OrkE8tTkawghUAILZkQUUkjnHQAHQWiMiaNwNNoajfeklhvUoomuZqmkVEIIsUFlPXvL7AU2y84m6upmjDbtStKWCWMPVJQFCIriIDQGoGGzYQAAotl8XmY5Emulg0630xtIbRoSKallooOko4csPCMqvWlCw5WGsIEPeH37WyrnKw/Ta51782FmANkAm1E4GI9D9hQGiuWKeFbVq+vr2cuL6noZlD4UkUzScDBod9ppaMAgSSYJAsAT2Mrn03wxLaqVC9phP2kPdKi1kWJTSpMbgGINALzZnjcjTPi1xwBgwMrabLGYPnny4vGTi9MLW1Cvt907vP+j/Tv3RuNhEgtAT8SA6EEIUNIEKoIwiLqtTi9pvZisitWqKHLrHUrBTRLrLfa1m0a8ZWtEASAb/n0GJGZiYmLniQg2bKy3NX2G20Fwr5wYN6ExECVxJO5oA1HUIhZ7u/lo6+LFy2dXk5P51WmxLIoafG3nk0tAmaooSsdb/bt37/7FnTv3hsP+1rjd7ggUYC2s46C+pdzCOfya/16Cr8u6rr2UpRC10mHa6bUH2/1hJwoUWL12j8nbqF5zEdkkr95Q0azxYmAE0bw7bwGubwiyuCF5T+IkCEyn0y7LPEmSMEhkA9AC+prY2cWqXBbOyVYluqUNhWz1ks4giWOtpVAqDKIUhyCGWwUAhiIiwCbQy9+68esWGd06/ibwf4N2EULQ6Y9KiITS/Vh1+Brm5/Z6tZz666W69kmVDJJhr981vbYKDUn0CB7AAzpwdbEqmjyX0hJrYs2kiRr+AARFqEAQCtr05PrllkorwySYJYPyAB6I+E/Rt/9nYQC+FarHxAKEAB1o3W7rc+OgnNTZFMpt0ExY5MVyOptY70AaKYMwagnTrfOk0goiNJGPTGmwrRgEuJBq9uAgqlVsw5BisDg1dStiB2zYGa0hUuA8hK4Soljl9cW0WlXGCVkTVjaTUBDlCBYkEpYeSqliIg+AApWSoTIxSFODtiJxMvSiy2rpoaTyqspPFR+0YzBesAOJBr0ET85Xlc0dgW1UV1hH5uDXJzLfREW9vno2X4q3nfTtTJa3YGENcSV7A7Wol252efnoxfHvH/7jLz/58sVs+8MfHP7853d+9rP+j+5Dgoq98B5ZMhtL+sXF5OJ4BtOFuHhS8nVdX0oCqJS7Blgo++z4kTST8/N8cijx/TTdE+QQiQpaXFaT67KmoJ+0wzCUQBqZgbLaogNJSvtaAGmwkkqqZ2yL0OmWkF3RDrj0PiST6MgFCpT0YSC0Bo8ASMigSRpSSHK9OrEULAUJwbey9L8Tyseb0jP4hzr++8DLeaMwoQAUCEKziYSOAoaC6lDbvnYoWFZVsHSQcZUx1LASkqSInG0RFwjWMQTKGBMoMFhLqrEqq+lyXgG0ExCB1EYEGpUSygVlJbOizlyR0bLGwsNScCZsZISU7DwQg1YQStdVFRASYonglPZGGldy5WqHnoUH4REcsEXweFup/9MWvmWAUAN/MqFzmE9kPl2dnn/yd7/+7W8f+dbB+z/66Xs//sXR/Y96g1YdgFJKeL3K8GrilqW8vJxBnl2vlhAKgItUzFNSxYTziQQST3/z+6eTs/bBjrU/GWwFnU7XBKLM7PnF2cvT01UuVdAOo0hrgQBITjApBsWohJBaWFGVMi/EKqtnxWIPAytRqjoIZVdALFSkWqlqBSrVqAGBFINEKRmRidE5rq23wCxANDTtN6n4fKsfviLf5xi+y/uHmw8xAgvJ0qBqax1rgPq6LM69vXJ5J+kHRDBfVcU0JwoBW6D6MhzrVFHpTHQlFPvKscsDAYbAU6GVQ61ABswBkWByILIgoFAJrgtgxRIA8kCCgNKA1SbwIi4rAUJpnQZhqpSNkjBKDSzn3q1s6aNKto0ynnxeUs3atDyHSqUACZq2imvTuoTVEmgmeRqqXiiBXeaqGkgBSwYmJmbCW47+b9GfG7vg/xuv2bvJ954wCAAMUBOXwld5Xkxnq4uL2XJeClZK6DAIh8Nht9eTEjyBECBvabi2oYAGaKAmD1VZ1VlG19P6iwcnz48n+wf3ovZPwggDAxJqRCImT4SIdV3VViuplNaNhUnI8nVwYm0DrSsZSKNTpRMBirwSgCAALDAoAAYUEoNsyVeX9mrmc9ZpvzsYJmnEnVS2k8YhLgF0c+VmFUGwiMyN/rwhn9/MNfGNptK6lbdBkA17NwRBoI0m7wR4hQ44o/z6erb89MXy8/NqyelW2GolerzVHQ5TjZmEAiAHsMAVoS9X+fRkslo5ardVexT0thwKIq+ERGBc54O8y9y+3ZtMTIBegEeoNGXzyfTB4+t/+fLqfCa51xsfHL333nt3xqNeAMnNMnMDm1jna7taLheLBZEDwWVd1HUN0NjtDAAoXu+y2zYtbrZt2mzcKBjXKdPE7JzboE5vie5443pvk2aevIqDe2NQ/qiCf+gub3GxkgP0AKy0RqE8EQGCkIAyiePBoJvGoUBQSihl+FYS4u0gCgScz2bPnj599PDLhw8+zbKZp5oBtIm1Ssgra1FKo6TMixVRHQSm3+/t7+5+9NGHcdzu9rvNlRGBiIg8MTnytatrayMJUiIz3djnsC5OD29ZjjVqozSDUEJKknLz0CwBNYCcZdnL84vT8/OqhE4yGI1HW+2WBEBcZwU0FD0CWDAA+vVCh+sl4Eb/QLjBUP7gfLj5bAopEiiFrTR1rtC6YFh4vzg/Oz05u3xxmh1fQoamkyS9frvVirQGIJAgQBggBZbcanVxeXkyma5A6PYg6o7CVjtpJWGklWgYXF6f/2+CsG8Afhv+bNysPewAKu+r5WL5xefPPvmX48tFD5P+7r0P948+6vS3up1YoUOohDDMClEiaI3koa6qGgARRVGWFjjPciIvhGji7t4ssdncrsn9xtfdciyAJaDiBiFbs6eBJwYUjB5B3cZzboVdvX50U8jDAWiIknGUmLLIQh1v9fuHV93Hz6LnD93p06dZnitU5Kz33N06+ODO+N7R0Wi8E0ehMdjqNBDmmiv95sJvH/CvNqM5Zd3xHpqEwcXs/OTlw0cPHz2bFdzr7I44breTdjtMQpQGWDJxE+q3tmhuULom6YDWiRLEDTE5AqCQICWuk+LfaOKmZRsSKmmMRBPEEVMLBa6nOgkEIRE9QO3soihPrvNFGap4p9Xea7eGvVacBCAIETQAOAYJCQM3JNHNlvD1xc5uAKJN875232jIbNmj0CYdjlJm6NI1VFfA1XJSfPlwcjoztUoxHXcGg/EwHnSMFl4iAdQAFVAGVGeLvFg5Wwpk2esPRruDuKs4ZIJKEIEX8P+w915NdmRHmqD7UaHjapEKCVWFEmRXsdlks7u3d2we1mxtzfY37F9dszXb6baZpWiyuySAApA6rxahjvB9iHszb6IAlCCHw12jPyQS92ZEnDjS/XP3zxEZQ8Y2PJi3j0ckImMcImeMEVnaOrf+Kn85Up/bAFAvCM7rXUU10v66WCMrWWAdrPTiCtZ7IlLGLmbTy9H4ar1ag/J9P/bCNGxSwQ683gzOXmTzz0zet0sM0ihRcyjHk6vRycTMKx+5nypIvTyqyvzicrooNXiNTqc36EQB8WqejV+NXp28HOVrSnnaTPtH/cMmwSo30xymYCqtz6A8Y0Xg8TUz2XpZjuY0zyVQSF6bx3tekzUYthbVePoZVSd69hWuvDRNmcvK9UznjkwEs2vjLQlcZYhL5BJwC22Ju0YAACAASURBVEe/O/CKdn7ufrjjKv1jZRdYsQTIgFlD+VSVEzG/evbVsz/85qvRxPTvffTo078//tmnw48eiURJDqGhgPkIWKpK7D3qfvJ3sDcrGROJT6U0M4OVJSEvFpXlCGm73eiE0pNChXEkQ+GgUKhF5bLz9XJcsKid9AZpt+d5AXdokDviFUnFPBVQmIZJzP3LBZu+UqNX3WTQcxQAy1dstKKx5VqQ70MjkUkopARrAYAYMo9k4PyKMovopOR+JFUsIGA3wZg/1sLbVcy+cyTuuA83+uztIUg3/iq6ewDha79unOKMA8jc+vPGwM8xn5yW5UXcbfWaKLNF+PT65bUZyTZEXUzaYafVHy/5+OXL8cUFkDs8OOo8OEyCJF8Xy5U9Pbm+XFytKmj40BkmUaIAMjJOsFjKaDL75tnZydrmzT5EDcYglwaQSQDHpWBWVUscn1UXJ6sKTTr0ewdxsxspYGVJhWHzKl/pOXGTpC4INNEKoUJwQOgc1RVFf2Tv/xlkp/MNAyQtIBM6o9Uoe/7s1a+//Ow3p9rGD977ycOPP3744eODwz0pgQNIwxmlJTIdPeTDydHfy1yDJaPtXKAvaF3O9dJZ0BKkBD/kUdTqdUUUrHS5KNatwFpTzmaT2WyaF3F7v9M5vqc83xrgkjHiDCRDy9B0h3Hak+BnhRuvp2fZabPbpVD6IkO78CcjGi2ofT8WvYbXiUkCkRMgOXHukGHOJbNktKmAgAE6rbc5rkQAVIc5fVv+JIjIzabzPVJoNx4qtvHXAnCGkiP3A89XBmjsTFgun1Yzanhdzsr1yq3G5WLlIBqErXsqPkg6cQD88tnLikbADdgprK4bgUp5oeximS1nS+d0arEhgqjZD0p3Ov7q3OQ5hpFsNNJ2HEhZ5Iv18uqr0cXTpy/A+dA+8sN+mPYlX81mpzkUlVl4y0t79SJU+43YhUCmsjoXxSoASKNgL23dD9NYa5Tta6gMiHEx/Q0lH4jEi3zjKp5nIs89ZClgwJjHuUS2MWHuOqpfH4gbk+bPUyPyzy9/eugKwQFoImO1LkozX5aTabZeayIeBFGj0Ww0mnGSGAfagmQg4dZkYQTWAbCa+wYRQJtqMp2dnMxPzy6mS50WeWVKRr4gC6TBmdprrbUtSw0AjLENtSfuOmB35ca3TwCiNt2RERA6uzGnkRE4BPKLpZhc43Qhc+DNOI1iz/OcFPrWlgYEMOQsERBSPatqetv6WXhH+X/bFHrrSXdTuo4BAy4ACjA55NNqeb1YLE/HxfUK/bjT7A467Var2fQREDjbGHkVkF5nq8V8kS1ybTj6jbAzTAf7XhhTnZny+i7xbrz7tp20CXEyRBXqebW6mi9mX726eHo2X2gZyWYrbD7o9o8bosW3F3GADe0vAwBTlcvFfLGYG+eQcUBGwBDZxhJCICJ3m8xTo4G7mAOvYUEgBGSM8xq3QoZIW8ZouKmt81rwAr1bt0Cs7+A2OOdfElj9BtwKHKABZ8EBIgfGCZh1xhI6YMZZIi0E+R5IVc/1Lfqyc1sGwBlTUgGR0cY5bWxe6ZXWlZ5x58L1GpZLq5Tvex6iEcp12y0ixwVjSM6ZjSGLAOAQyBpjnCMAba22ZmNZAhC5XQ1gp2vf8KnkdRCe3WaiCQBJDq8Wi4v5bLRYFIX0fWwHXieQiecBY4B1OSQAAFavQ3I3zOzuLm4FO1DP3Wa8cchx09vgtjmDgAwYB4DK2XWVTxez0fVocj0tZhkXzbTTHXS73SD0hKiZyxkggCUodDZdj8erybLIMVSNRtrtNHvtuBFLwRA0Qg2lf+vhb2jTpsGEBqCGcQEcANdElTHVeLQ4PZnnuXLcU4ls7XV7+8MgCn2vZse3ABwBPOAAKABLY5ZZNlkup1lWEgkuENktPdO3WFPw9fYA1fOp7mhLBAw2KHwds4YAdYKAAYAtwyHRm+c2AGAdQAgAzgDjAEwCSDDGacMAPEW+R6GPvmK2zKtSECsdILAIMOXC50KjIKHIkd1UsHjbov6eK30zoyzoPFvOp6PRaHx9PZ1daWfjuN/Yj4KAOWIWODFOzt3WmL4TnYZEDOpQQORYJ24COETGqa7W/oYDbHeLJtj2LQBDRgB6803tWUEC0lm+nK+X83XlMG6277V6x2HS5h7c3L7GDTbm0w4RI95dkbglztn57N3JlgiupgNhzklkEGwIqQjsGqy+GK9OR9U894E3fNVoJHGvEzUSTzDcIJpmDXpeFOvFbD0d5TrjPo8G3eGg307bPnm0piohtpNvgwxwB+2tHZWA4BCcEoKz+g3/Gnj1FyGbmYTb6XYXukaUUiXIlOerNBLz9XI9epWNui5pE6zmk+uz09OqlEFzP220UEgrQ9boJMMWPP8a9Ktq9fv52VzafpTQanZ6+uLycokAjbVskRcpTl42K149vfjqxRrkgycP973jbj8y1ejrsy+enbw6mVYQD1oHx1HnIGx4ztoyAoor8FdUns7Pfx+qZbsbOju/uphcjMlgE9I9Px2qpOc1PZIunZw1u2yZj/Prz9YN5+u+Ym51dbKcrJyJgRUYpWmaCoacA9tO3D+LvvHdtszWK4JUA2rkKF/JYrG6Ojt5+uz0bBw3+j/51T//5H/+x+TeAELJGEYMBKHEgERQhdj79B/+0/FH6yzThGHoNauxHL2YnZyfvbj+b799+c1l9eiDjz75x3/s3NuPenE8VOC7lV5EzLCycpNMr4qg68e9jt9qMcXBAUNkzAPuWS9AxpN+a3jQHl2P/OUVPP0CIWOtZK7tq29OvzqfnOZVxVmaev1OHAYgGEgGxLizKEhII7TjFVEJWDKhnbBaOMvfDtZ/h9C33F/fOYa7mg/WVvgPjFzZ0iYiq4tw+nnYr1pDMZvB6OXi+X+b9D/8ifWiL5+efnn6Mpfrzn0YPkzChjAa1hP+7PfLf/vXkZTwP/3z4YNeH1V3vrx++vzV2avVtJiCgDCFZtsTkkpjAJFhwDCercrL8SyIoTtstdqxlKSY5YAatDElFWI9gbOvst/9y4vJevr4kwP+N/2B6ntSLBeLy6vFy+uriuukCWnTRLGWAjSVRMDBY1zZTbXiH9ILfw55g2JigAgL4TJVLvTl+foPX5789oXO04dPPvzoJz8/ePiw22soSYojt8Q0I5HmImk8Dj/0jx79U+lM6fJxyNcOLvPi4vLZ9X/815Mv7NiLjj745S8Gn76//+RhY9BgKtMcKmcsGWv1ZDzOAYeNuNcfpI3EWgDGkFTdRK4oaavhUdrqqqyazU+er5vBwHWYLPVKLy/s1UU5yViv1fOHXUwCxwEJOElGjJNCXFtwyveU9MA6RiA5r1MtaJPNhHci7l/rkT+6i90Nr+eNZ/FNf3n74W2IIwfggJxLGcRCdJUQq+Xk85VXtPkx51ZfredXa01+MjjwWwOUCeeSySRMu2l3qrU1xeXk5W+O7x/5Prsen5ycnl1NK6CuCA8waBqutZktrj4bf/3CenHn4ftJ8J4fxYv51fmLL8ZnZ1fXE0h6rf4j5be51yCFhSedL0A6Wk/MyVNiper7MlxPF6tsxaBsQtCLw/0o3RehhHjFG42gmCAt7PrzbLxKsAeYLueL65EpqpTLwPO7QgZcCGBbzO6uNvltOiL6/y9uBf89oCsGjoMhUzprskJP5tlkZZYVN8C77e7h0b1msxGFQRCCqInUd0wWzgFuAxuEIcizYjwan51eZesiTrtxsxlEvhIAZIAMAEkC5qgqS2uM4ELU/E2Itdm6WV244d7eHUXahjU4Zxk4IEYoHAJS/V+iCrM1jEfVfGGsVeAw8GS7mfget8Y44RCxDlnCugIDITkEYAiC3T7qphU3yv+PFgO2AJuvrk/Gp9+Mr+bLnHjQ6e49PH74/v7+ni9rnzsXN+XGKnN9NR2Ns6zk2gmhokark6SNNG34ntuaLd82j+gNh/AbVkDt8HE6m01HpxfXF2fzxTjXlQj7fqMbpMMgGPggN+igA7JAZoM6gTNVoavCWmOdAy6DuOGH0c19b/pt+3ACtEAWapOeRO2jwi1C5W5IwhhHzgGwznR7c7u/R1/jJv0etpbc1idGG1ayP5XQTgfjzn/ffcmuXxTIblYMCSQBJJhQUnGHZMgU1SovppVeAHRqzYxtjc4bJKZ+LkPsdtruwcNGHH388YNKz/N8OpuNT89mX399PZ1OnGNak/L44cHew0f7948PB71Ov9fpdruNRgMAWO2kxTqEl9d1ALBmSNzlMti0e1Ps7w2vt+kXtyWhYlDnGBIAyDw3s2U+ni/n63VlQsFdGspOGrYaCTKxPfYQAMlteeDJAopaNayDLhC+1Zw78hqGuzsHHGBNCiDr/bPGJdCZar1YTKeT6TwrgfmtuDno9gaNZisKpe+B7wiwBJNBmcHarOZ2voBVwXMDnGPSDrqDVpj4miqG7nUGuu+Yxbg599EBcCKOBM6UDvRitrw8m8wnuiwUeJx5OumoZjf2g92ShAQWkIFAm+erxXy+yLOr5WJWlTyJ01YnTZuNOA2Vx6iuniHe2Iid8dvOYofW1KWWXe20q4UzzvAm3PbOsL/5NTd7CLB6hzDT1ex6NpldXS4ur5cnVy+vZ6dmMWXGeZyBNcgAOU7ny/9n9Ifr61f3H7QPDvr37x+vVkvBgyDwOIebvDHa0qC/naV7+wXegD12E3VVlfl6XebrsiwMUWmNUKrd7XZbrdDzBTJOwJEzZOatL7g5iHAzchvkhWpqd7i17LfC7kBJt0p1jULam7sCAjgznlxdjS4ns7kDrsJGEDeTtBHHIQIYAAWb7G3cxnfd8mi9qSvcBipjO33xFtnavpvyDwhwM3U4Ayr19fXLi8lSi5ICYEHkhb1mOugkoWS+EAIsAIHTYMtsnU0mq8k4y1bgmEiiuN2Mm02fC6A65R0F3J1Om9FyzlizSRV2lnPkjEGtHry78X+VP4/s4KC4Q9RRH+bWsjwHLuLB4NBUxp6cLS+ffa5X2XIoPffy869X54tG74O9o8e9wb6Qal4trWF+s/Hk44eLydgWL0avzpcXnoSsXC/mq7gwMbSGSf9jlRwCclNe23JG5fV6Xb76/JrWT8dN5arVi7Orb05nYDv+wUHn8AnJ9nRVSKG8tNk/6mngRbGenP+7LS9mF54xWT5bFnMXN+9F7SftwT0RNHgApMOgER4/6F2cnlXTry6/ms1exc5RlVfFylgbNh59svfe3zQarU1RNbdlff2jcCva+fm2P/i+0772JyADR8AAPcFMtnj11X88/eKzVyfrqGVpNa3OX13NTnIqDTohvTzXYdwY7B+FaeIPj/aP7gMDSxgw6NtFa/3w8qunvvriq1druZol7cbjD947+uihCUGrqoJxbtagV6v5pFwus2ypmPESX0QK5GZ9W2LAhEZpGMSD3uOPn1RrvSzz03/5L9mX//Gy3XBcPT+9fDVeqGZrOBgeHA1arZgJAALPA01gNVgDziARWoLKWTImL01V2doNtEGDEH5wYvFdzPH7by7bzQjvWp9bLRjujueds4gQkNcOc3AyMPcepQ/H7em/j/Kz5RfjZ+KFpxz//PT5mKZRG/aOcP9YAZ8t5no9zZYjPTkFpeDkqf5X+1Koi+vR+Ho8mk4XBa4+/pX3yS/uhxGryhVjwFACisV6PZ5N1yX4TYjTKIhCxgU6joZz4XKT6XzlrIiDSJE3Pl0Sndmlmz4rwlBOppPL68nF9Shp4WAv3T9sego5Y9bVZQl9RFXXBfpjmevvyB99q62SvQVVAAiQgSEHaLjTbjFbfvPy4t++OP/qdJ37phJ6rafnF4vpiAFwAiBkyvNaXb/bT7vtB8O2qYCbMoZVwldczPJy9HX/G1N+cfLqD77XfO+jDx/94m/To4aRYJ0UoS3ypXOwzsvz80sdSiF5nERJClbU2wUDkJqxNTkmaHi8/+mnP3n2zfX1F188X63XX4eKawHeYu4qzXoHxw+efNjd35Ohx0ijJUaMo0KyQNIYYEwp4YN26CiQim+KFlDN+cC2LszdifnHnqN3h2jjh/p+FfG2w4EIApmPIuoO9x9pM7m4nlx87abXcH0hgV9eTScLClr3O/ceyWY3J6YXpS2yzkHPsdXo6qzIX7z6+iS7SpQSy2pxNZ+WBefpXqd3LLxEO4tch14xqc6no2pZzNar8/awvVyNzk6eZaMZGCXa++32fhx1LEnmJXF3uPfooUDKR8vLp/9qJp9n+60KFpPleDlXSeORah81W8fA4tJZ5ofNXhfsdbmYQvZyeTUpp9FL500nxXymjfPSzqA5uBenLSYEsR0l7d2d81rH/pAx+cuXPw10td1Oa5XaMFtZU6Gzla7Gi+Ukq3LmGxTM8zv9XrfbDsKdqup3jUS2zcQQIIjYYraejRbZqvBkmLa6nXYnToDXfM3AgEA54s7dnDMMmWCMITpyjoh/x6piCMhZbfghr/WGGmQBqIxZ5sVkuVyvVlwnHkHi+f1ON41TwM2xUb8AQ2RMEiBtyHRuNOgNOLApNojv7u13axUEYOqC91W2Wk6n0/G8KKwfNBrtXq8/bDYaEkAQqJpG2gogCwUsp/l0YZcuLIzzHHbiuN9IPIEAzG2ADLo9PTdt/xbERzcW1LaqAwBsmb7LspjNZ+ejq4vpdK21F/mDXv+g02v7nrchNdKA1qGzzsk6GYWsrgpTlVWlrUMu/ThtR0nzNixjQ4YIN2EdeNs2jtt4mk0rALAuC4jABWecG0fGEW0SFG8gmtsh+T5yQ5a/7f/vOVI/TO6AUNtfvucus0kSw3riMkAF6CHzuPS90CklLbecayE0YmGskVKwnQGmu49jQIHv3Ts6PNjvA5Rc6iwbj8eXn332crX43ctvJuBIKBEEweG9o1/+/d89fnTcbMS+p5RUN5mzHME5SwCM8W0HbgyU7TveebntGN3tkc2UIwAEYhu9tR5AxrgDU9j5fD1dLAsnO6GXNKNGK/FDnzHcAHkOiCwQR1abtW4n3GuLrSADQrwJztqFUTbgF91t027jLCAAsDrcskZQq7xczpbrRV5oABlFzU7aasVxEvgQcBCcAErAEsCAw8UaZgvMcq41SO6CyPkhcsUdWgeWtvMc8I2zDW+W5W4L8abNCNZUebmaTmaz6VqX6DS33IYBbzS8KGKedzMWW2IVAkFApS7zcl2U4/V6UZXcT6IkjcO4GaWxh8Dx9Rpz36rdekcInKVtAKPDmn2QyDlyDgHkDZS/q63eADOvvzUzQKXOJ5Ors1ffnF6cza6vytOz2fnkBL2yG/BW0iLyrVjbOG60UijN5fXJYvHq+jp+0e+MrqfD4UG71e32enEcCgZwQzD/nVvva9/WDBAAUJXr5XK1XK2W67wwKL04bTWb7UaSBJ7iQHyLQOLNdd+CRQHBgSOy6Cwnh7jB+DZxaMh2KlPtQqi4e4ft/oy3nwBUpprOZuPJfL7KCm245GGk4khEPgmw4Fj9ElTX1rthenlTV+Dr//vWB3f6i25+A6jtQajLZvI6o5jRsiyul8t5nhdasAAbSTTstRuRrzjza/ZLp8EYQLFclctltc70Kndaad9XvW6rFYceE3yzc3GgTbtxB5SvSTrIbQpKbr0RNw7dN0yxv8qfVd6y7qjWMoA7J/yg7Q8cAtfGLc9/XY5efXUegzFQCPAHve79w/1H7eGhCaECT2s/ae2FXFyK5xcnL8+untv1SrgcKmPYfQg+Th99cnT8t9KPSVSULm07UIMQzpfTsy+mF5+jL4AsZRqMgoMHvYODtDOUQZvLUqow8oQ7mIENT8/m86vzfHoOYECX4GQYDtuDZndw0BvsKQ+sA8+Pur1Bg03B5C9fnDz/4sRVCIaDFSAb7b3H/f373eFRFMd64+/5UwVbvQNx+TGW5qZVDAnZycXF50+/fnX2Mj9f5ufn/1rNv/r1/5nbfKULzVnpR4XBeP/w737xq49++tPBwV6cplwwBkxrk4OVyG2cVGE4J7MqVhmYSrGMAXFgnhIYgM2tttpWs3x+Ob3gxYIpkgFDCcDBIlQEigkH0ljwm61HH/8UKvm73/7ht//116XV5HEjxLzQreHRJz/7xeMPPjq4dyQkIwRjgCtwDqwD7UgDOUBEJrkQnqckYxyAbQJ+6HuYhe8Q3B7Pbwt5uFVwdgZjexbRxonwdsrlrWa0SR0gBwIZQ2CoG0nw6ZMH1ar89b98880Xk+WX/zdpdrGy6TE8eJi8/zg6PIrDYG0qO+hHy3t75wdjXfLPPzv5ze+erfOSGJQWqgo+/mnyd7/65P2P99MWWJoTAENmXbWu1stiVFpADkwyoXzGJEJIJMhljBnlc5UysecfP2pdzOLReLGc6t+ZF2WRlRqYB0kbfvLT9pOPHh691/F9ZyrDZcq5tA6c3ZbPgU0+1F+CvK5j0eYTDgwdE5Zl8+L85PL07OL88no9tdMyP5ld+EloyZLWYBwy5qeNznvv3//53370879t+x6X4HmeL4SrLINKsjTwmkL6BsFIlHGg4ogpUB4ARpaWQNySWBV2kZcoKyaZ9JjbUlAxAAa8AEaMKeUNH77/d4Xv0eef/eb3/9fv/j0InPId554XdKP03gcf/Pzh4wdpnKqtMsYQECxDJ5jgMjFmWVbE/Sj0fVtpsBZIkCOHKNgbwgJvlZu7I3Yz//+7DuOtWoXMkkeskXaOB07aEkavrorL6eLluQJ/mTlqHO09GjQHB36jqTlUlEvlYs9rmCDLaZrNrq4mL7+cgSHgEryE+UfHR/fuHd9Pu+0wkqWuVKzSgTcuZ9nFly8unr3wAxAARQ4rA/2H/f7RwcFRu9OTCLYycdjp7x1J0i+Lp5df/tvlqX7+Kq1cZR3GyQfN9pPew4/6wyMvAkPYSJN2eDTh05PsdDa+vnj1qsgsFAhGAItZfPDe8Qd7j+6rNLmpJUE3BLBv32Ru5F0a+l9UStEPkT9Z1NXGb1BbXETMVlmxyor1siwWZbkyIIREIX3fZ4yTg9p9v9HB705wDgDgCHIsnVnb0fns8nQcNbwkidutOAwAoFZ/BTjJhB+FqRC+kkoypouSHCHnbx5QAnAOkByCBceRIRAZgw4A0QIQg02ygjPTbHE2G1/MZ0VZ+Zw3o7gVN5tJ0/d9QEe4TW10HKwwBiyBVMD5hrpko4tsjsKN1fzOglbf46wkDaa0RZlNV7PxROsgiL1GJ41i3/eEx0FuprMAElBm+WK5Wi5GpblCv5TQ8YNW4Hd85TNAREfE0G3s8FuF/9vNcAC7IM6dQ9eRWy0Xs9l0ulovtDXSb7e7g+F+t91KArl9M2vBGnDEnAQCqCBfrSej+fX1arZCFqadg+7B+53+YRzFABawDrfZBfgRgG03an5bw7k+up0jAnLWWQsInHMppVQeE2oDW/wYQQCqK3+Rozpqb+erNw/W90/UR9wxapGxmmAcgIg4vtXf8JanMmAciANwFYRxoxXGia8rybhhpAQpSUTGOsOYuKkh/23ko/4GGQoma0DJ9wLfCzlj1uiqrIqCSY8FYdzv9/f299JG6vmSC7Hlxrm5FXFkiExwxbniXAEyY522zhEwvm0COYdAgK5OCtwGimzmm6tJPxVtCI4AEMDkoJdMFzq3s1k5WRqIpAzCJInSyJOCuQ2mYJAxsFxrR+SU4EwJYFCnBTOwtAm9qgmetqUdNtcSIq8pcrZ4CuIWfbvBpAFg21QCZASKOa+cVutxvpgVy1xjGDYH/Xa3m8Spt8FrEcABMyA02PVkmY2mdrXihJ4nuC8qIbX0OIF1gA4IoOLg1YCErTVZItwgqtvI6lthtb+YNll51rpisRhNp9er5bLItNEiaMadTqfdCtMUAn97FcjNqgIDlnyQJrPjyfpqvi6NiZtBp91I00TK1/MX3y5bUAAZUF1DoyIqnauIDDhH1m1xaXa7j3y3kmMIZqvV6eTy8vmXL3/7669ffjMvCt+B70Xh0UHveNB0xbp4eR5qwZrde0eHqWSTyMzn04uL888+++yLL5/+7Gc/++DJB1wIpRQJwRkwVpcz2z7k25hZvUR3gSMAAA4gAChfLFbzZVG4UrPC8BKYVGESx3HgKc5wE8iF21tQnc66u48AIBA5RMG5YkwAWgKyzhr7Jrc/3jbp7m5N1mKNCtVnzOZbrLRbZWadUaWd8kWv1xgOGo1YCTKc2CarHhkiK0tjDEjhcbEJiP7WiG4e7rbmE8Pd2L2bHaUGcjcnHzIkV3NBbq+3K1gvZqvFqiqXZV5hLDzVabfTOFKS8w2cacFYrY0ts/F0dT1ej6ZZafyoFYWhTDyWSAwQmRUOgDF2o8HhbWAzApcIwlpyDgkRyHK2qWJ6i6rfGfi/yv8goTv/IqAjQJDIQwLiHrQHcq3h69NLmM+ABKCEuNEavtfuP/LCFnBgHJB85fd8SIRsVpW3yvjlxQJ0ZZAjY6A6Yf/+4fGHrXbCAxDSczJhg14KRaHwWq9hPCf0gAVgKmgN+/efDI/uJ802lwqZRBKM2cHe3wg+XOVfzK/nsJyD5CBC4HEYDBvNvXanFye+JdAlCB74UZ/rRdIp0rlZLi9cqcEigAfcb+0f9o6Ow6SNAOhAMEAE+85ok5vVs4Nb4+63N3D3uzfS72+pbNHgzblVghyXuBRp4/j9tciz2SKvlrNJti4WGkELZfgKeLAKwtFktF4v0PUFEgdEREtUIp9zlcUNfnDUfvJei8fN+3uyE1cSkANHQPSRQs5c0Oz5/Xa6123223ErihKP8c2GJwAQ0QCrhFKp13wcP5LN68L9x6uzk+dfgy9AShCyO+j/8u9/efTocZCmxMAhGAumrInwmOPcSK4FT7vd48ePxHQ1OOwnrQiYg+99yL1FNvvzO3DxTaj5znfbEdkaQ/Ta5294Bt5+XYeIMUQkoXkk+vvx4+nw7OnJ/MKUjjRZwyFpwnA/OjrutjqKeCWEUAw++ulDqMKnT8+ePX81XZQW/AhgWwAAIABJREFUoNAABDyE9pDdf6/daAuhNLPMkWCIxLSX2GZfxG3gPnBlpZKM+4A+kXBAyIn5KAXxav34J4Hz7/3u31+MLqpsZcscwgi4D2EMg4PWvYd7+/e6Jc5zvQYAAoGIjJO12jnzxw7CbUf9CZ0TG78I3N4RGQqHyoigUBG0usk9vY5LFoXrIluXGVnDHJGx2lovK1wjaS9Gs/kV93qR50mJGQBYCaWgQql4L+5NOsdXfrzHE0+T1kYoD6TgpDlhIMKO1x427z+UjQMZ+dpW5AAdINvUf9FcFCQ9AtHsvP/TtrDx5GR08fJ0ui5cpY1btXr+P33w4NNffRL0O1wAEDBCQFZXFwMExxRXDfJWstHae3B///jIgS7yVdhsIm4piN+0v7zTd3n7845WdTdA8Q7mRa8DAt9HyKGl0LCO4eSlrHsoJ6N88u9fZFJYEdjQk41uMhg2Bl3V9BwHQCld7KoqbPYGzuhKX11PAT1wBKUE2Wt3Hg32HjZbAxTKWkCWRJ19erCuvMbZ5TIfLWC2hiAAkUAcBHvv7x08bHf7fiAqa03BHPkyGDQG0FiUl5fXMC/ybAYOQaU8bkb9fmM4UDEAByAmRchY7EXdRvf+uuDF7BLyfHPMEQu7veGDR92Dw4Ixw9ASIG2w9e+vtbwxig3f8vv/J+SHQVdvc1HT7maKChgyMKvl5OzqbFlkWbVerpah32o00kajGYZR7QutNyhbxz7dUcXXACvISz0vi1l2fTYZjxdp936rlaSJ2ijVjAH4IEKQsR+1VZD43lIAXy0Wy8VC6yETCjlDqmlbHQIBMSAC54A5i2SNIUdgXJVrXQJjoWXCCkgTwRW3VE2L5eVyMSutZTIMolaj00hbUihkQGgc6BrQsYVbTteLVW4BGu04bfrszs7rsM7HAATHfkDMz+viABw5Y6uyWpezq/lqvnTAvZAlbS+IhadQcHAGuDSADISAdTGdnq+y8Qz0tfAhDbrdTjsMI4RAAGNAZGFzTiBs6PL5t8Z2t2btna174yNCILJGV5ZY4bgWQdDue40mk1JskSsgxtAQGUSyUHGzhMV0cXk1OrnIl6XndZPh+4Ojjwb791stZGAYEkNAQiS3ZfO+qdPK7q5AArDgSGtrDDHOGAJnqKQK/JBz6WpOrB+zMEkbna2zoii01s5ZAEBk31ni4S7I9VZhG+InIgBCkEIyzpx1UsokiYXYYDWv+THeIrgBf8DE7cbgcG//cP9i/o0tssrO19xNJ7P1uihKF4Ub8vubgbxrkiOgADBgLaADtNa4q6vRyenJar2stFuvnReA78WtZjuOQi5wm7F051RCrL1mQgrf8yMvjJFDpW1ZGUtIDGFTB9I55A44AvGbrYUM1MB2kecVWT9eW77Ky4aP3cCBvoLlRb68LtZ6sYLM+KFsSC8NpNcOvEBxA6VALdACSGfMfF5OJ4Uno71hzwuBELgEB24DXZFD5HhjMBACOkS9KXla65DbqkNbd2wNJ/AdoA0dIaJi1oOMryflfJLlxnlp3Ox12s1WHIpt9wqo/b96uc4vFutZVqKDSMkkDuJQoi+AY62KML6BBeraU4yAO6hjJG8PrC0rEcE23wsJgJCAnKssZZbW62K2XM9m81lVed20P+gddVotJUiwOt6GAzIAC1gAGgBOmV6N12evRtNp5it/0EweHR/0ei2LkFegFPE3lGrdmYe32W1106wDDVgZmyFo35MM0RonuOCcA9hNMa3NJWznym+LRdAEZZ5n52fXL16Ozi6Lwpp7DwYfPWk+PvaOj4bn51d/eHmxNtiLmgd7h+8PQjj0Xp6d//YLHE0nz1++ShutQX9wcHBQw3vb1Ly7a+G1Z39biyIA4OAkaI260pUtKm4xBg7GScFVv9NpN5IoDJGDA8L69AHL6A5R2Ma8IQSHiNzzgkD5HhcVoal0VenX6kO8uVcIqrwwpqr3Em1dVeVhEMYJA1YA2Uq784v52fm8rKRKVBT5jUacRDEHYugQjCOHyK2D8egqz7TnhZ7vp2ka+OImom7X1kLaRtsiaHIMN3Nop7NuU/U3l7PaN1R/kUG1sPPpeHQ1WUzXVUkeTxutdncQxSkBANWIsAHOBMPSuayw86UpNJd+4vtB5MvYR59VghgnXk/8zRFxO3r19GOIElA5Yto4D8lTqHjNhX9jXeJuS9/Qw3+V7yfuR/tvv2UOESIROhCGwIH1PQ5c+S37839oLpcrZ3kad8lIJeN2d58HiXZ14WLJeRtAg9do77d4eOC3HmWrRSwYJ25ET6aPks6BFwKX4AiI+0Fr2GLYbA+Pjj+aXM3ISc5Da1na6iWdQ7/Z93xlHTFnyDrNIl/dT1qt40eRivqr1ZIh80SgIIn9frN3mLS7wMFaMA6cUI5SFh7EPf8A95rdpS5Mqa0F7jfanf37SXMovRjrOGUAZ98w+zbHNG1DcGhDIXjzFexE99Qfv7Na2w+e3hvSBQCHgnmN1oNPfhr0n/yDKgu5nl1zWnselHptgMALF04srfCCaDgYHh4exknCueCCEwEwrJjUGJYRxA+CX8X9D+Z52uql/Rb3gDblSBTDJjHVPfrgn/931f2bC2oMO4OBHwjOAB14BABkHVnEDIG4ZJ6g4eDD//yf4uN74/G1BesYIy6HB8eH94+jJGYK69BSR2CMA46M1bTUwu807330oWrvzSvbfHCsYiEVQwLOYIeN8wd11o2/9a29f3s2vlkY0M1qeMMw7iriVI89IdW1pBloVaEkB2r4qP1P7BcffpoRKO1sDtPGAA8fRGFTMSWMNcgwiFXAo7/52ye9ve7+g9ZiOWMKCrNyWLZ7cX8vDRoVk5l1GjlwEETgoEo78tNfPuztXUqP9/vNMJKekgjgwDngFiWiFaIKmhhI9JqN1sGj+QRtGQgmhSCLi6hJw8Nu0JQVrIBrBs4SGU2ceYwzsppgwy+Ld1/5hwoCIuFNGvKPZvlAunFI70DLDoCDYSJ3kncH937+i8bw3odzXWhhOXcMrLHMOTDWVtoh41Ho91vxQS+JFVDFUBFgYRAgYAJIebzZvv9J9J/jIwt+97CjPBQICuraS5LzyAoafvjT/+3/2PPiftA55HGkOEgJWoNAAEeaoebSEAS+CFAePnn/f5H+J//wD7NqmbMSpIiixsP7H/QH+zZSmgAIiOps05pLBw1T4DeSQ/mr/zX4KNNxv49J6AVSKSDcWIm0k230pj6/xUdoJ3Dw23//monktlAW3r3J9xUCAEEYGMZ4yAT3Yh5/8Mv25d4TbjFJe5XzwG+29o+DNCQOgJoxJBdo7Koo6Xh9gjaTewIlQz8vpOd1m81ht7/np2nhKuOM57d557HvNdKhPlhVF5ej2SITyvODxPObnd5xqzlkSmgAC5zAc5iiJ32Z7j1OvGh/vRhbXREwP2zFjftBvB90QpJQGSAERtJYH8KD4eN21P842bsqipKAAXApw27nftI7cpzXHkmkLdXqH6Gv3HQwu73Hj15q/2PkB0dd7aqkcKcLdlNJyBTZYja6vr6azucOKinID7DZiAeD/t7efhTe1oyq+TlqX+vG3QoLqK70PL/8Znby/Hy10l7QbPX3Ot22LxxttFWoC/xZKzT6Xtzx/YUtdb5cLebzotTEOWOAlm3h8psQCQBwDJyrCpuVq3n+7Nnp+dWKRBI1jxrtzqMH3OtRqZfzbLLURQZoudqAV81BHAeeBMEcB80Aybr5zL58Pjs5vQROx4+HwDtxHEkhYENXU79frVDIO84WurU98bvcA7S5BSE4VznKCawjrIgX0ndegEoxzgioAjJ1/MhqMrq6PF2upwtdLVjUbrT2h71moLyN8woYZ+gcga3LHwMIuHGi38JT2wRIgtcOZgJw5JizcRhGQSCkAuGDCpkXg1AoxTaOCAA4IhNkLCsqk+FsWs5Xo9Hy8nK+XlHQaPeH94aDg1aDxyEIBATL61Qp2m3Mjqup/g8DcCWQgcoWhbWWGUOOSEoZeJ7n+bhz4d33erdgXR0vz/LT09OXL19OppOyLAE2oMo7kKnvE365+zdEZJxFZFxwRNwb7h3fPwbYazabdewVvvbK2/e4KwwYAnEAZLHfO+jff+/e8/Or81crZpVesdHl4voqH/ZcHIGTIDng67UFd25coyLOGJNl6+VodH19fVWWJWOKCy+Oe+32XtpoCclvGnI348+BI0AOKJQXqSCWvg+sqkxVGlsaZwkcWYYOGRCgBSRwDOoM7tp/VECRrUejz0/H38zKScFQBvf3w08eJT01ceU388lkPsmyXFXUanjDOOy1orQVSF85AyVAAVAJ8oqCvvrqmy+/uBz0jhCibjf0I8c5sVuKLe2cJdoEICHW+o0lsAB8S0FEdUodASDcrOVtUAoiQB1TIoGHHkamwKIkyxR5vh8kjbARB2ANWAEcHFgC7eziajR+fjU5X5QWZdpsDoftwaDRiKWSwBgIsRkRA1CQKwl8xmILztaMXZtpyG4G8cbCuR1I0sgMV0SoLWiHgEwFXjMJur4MGFVYx+Y4DsQAS+BrAIJKL65m47PZ1cU8y2yn17o/7B0f9PuDNhP1IOFrEXabx79RzUYDVDqXGZsZs5YS/DhOk9hTnuf5vGbf32zI+D3c3QjAfBHGUafZOtg7Yl6TeWnnvScPPzqEg3QlPTaeSStkCUr4jShq9lpBv0uDXjNotJqd3tnluNPpxEkchSFjjPE7s/ZdRsctWrizhTgG2ZK5LM/yq2m1Kn0LylONQad7MOh0W2GSAGe114JzYEB2k1a6fWFwWyMUBeeeJ71QqVAKY22VF0VeVNXru9+dJtWovi1ms9PpdLRe57MZzGbO88Sjx8O9PaXkqiwXy1V2cjo7v6iMixMZSC48KeOIKQWMWaCKyFYlZuvy9OR0tSqk8OMk4UcYqtZm+tetNtt+YBtvgCGyZJCsAKZwJzt4dzZsjSsC64AY04xy4IZMmWer+XK2zHLwIYyTVrMVhrHghm9i8QisI0tVZYsKciNU2A6oLZWXxmGnEfjMSrKMagI7ok36zE4vIQNLeWFKjaXl2rFI8Mjnka8UF5tE3PqAo+2GwH6kefNXAYAf75fbPZ9vDXfmAAGYY1ByS+AH7SjpeboipyEMYm3JEQSRcgS2Jmog7iiqwFmGLIBI7R+3nxC5GtB36Bn0EAA5WAPkQCjFVSdq+D6X8jAYHllrpVIJOmTAnVCGIRFwMIyMRCQXLTLGMOzttdr9963R1gA5iRQxjGTIUIEmIATGwGhwvOmHfij3mJ83B5YBODIgGPie4x7nCTiw7ubNAbZb0J2IBNr8vE0g20Yl3HzwnZjIzprEbcGS7zkyhISOwAHnYTu5F4Z7H3EMkQCcRVoAlhaMAXAoCaS1jCHzlFJKcc4cgba2Zh0tEB1jEAdejAf9wz3jOJd+wCyBMQC25in1HfNFM7r/s374YLVyMu52uQBrgZNTwMBBRWA4KxEK64RQLPG9OPng4bEkK8ghcgJOKCxiHVytCTQ4YMg22DYSombQ7LejqB8MNXpBIVnOiXPk8EeWcPiOJfCamo/bn/Ug420sxQ3+j/Da6N/F2jeXE1lwmpsCK79BkfLut4b3IdDALHcOJ4jTIBRS8sJqQp+BsK4UPPOa0WEU7T1+pG2hXS4U+pEEroFXBM5RBoB1sjURcW5FBMePu3tHDcGZ7yvB0VnjSFOds4KSGGinvZAA85BXj3oBuVjxtuBRkWvG98JEWtSGskwvgUoHjoAjU84ZYx2AA4auxq1+KHZ1xz54fTh2tO4fbqLTnbvd3FQTGq78ZrcZpO0H7xNxQOWAOSIJTAK6sgLrSMqKgebWSUIpEDk4azQDzgB94fnca5HvOsGgef8DYwg493wJDFzlCCwAEvctp9b9x4dPfspYaB1DBtqCK8HnwBwAECCzwC0CICfJvEHnfqd7jyBnLmfkEBgyn3FZ87ixmoEUN3TPBIYQuLKBp/aa73cPLEFJYAU4BfZGCXG3nfEGNApu8ZTXUIK7/U6vDQcB4F2H6Js1yncKIhqnyHE/TLlIClok6b3o4CfOkgwSC4qACy4dWmcNkDbkgHwGTcOsVFX3YL/d/5SDQFTOBkRCCBAeAAeBypIqjWViTzS7EkC1rd/LjXVSKKkCxgIACWxTdYgQABWgIkgZd2GvK5J7khkp0VptDHGZctFwAJUlYkgEleWWpSKJA8/jjYo3lgCOMWSIDDlnKTFWATjakJD+YGjvTbI13m4m911P6V9erYTX5I9PGLzBYXcgVmQ6W+eLZbnOs1XmnEmbcRgq5fMoDpViQXin7jveifbRUK1gMZqPF8+en3z+1UWm/bDVVVFTer7kNybOxi9hkBsuZZhyIcEWaK0uyspYYnWSAtuhW3SAAOiAiBmnjFtNl1cvLr/8w9f/8vunlYiPH350fO8wjZNW4pbzq8VinJd5acmgRBUJL43iThpDIIED1oS4pqhms+Ll6fXz56cqEM1+ODCRsVzKcLsAnXPWWVtpUxRrAg+AnNMAzvf9OI7fxHGwU+Rpp59vtRVLnLhknHFCZjm3QgBngGA520ZR5dn4cjSbLObzbLUyngz7nU6nGYUeU3wT14GbYvYWwFVmvVwWeeac9Rimgd9UnvMDJyXfWphv0HesNUZXnDFPKsm573khizzle54fhpHksAlNYxyACyCnM11Os8ViOslfXGdnU105Pw3Tw07zsB00I7hJ6Ngcx3fs5O1a29XbmAFLpLEqISsgL0lb4Iz7UinOd2fkd0/knQdZZ6uq0kZfXJx//fXXp6en62zNGSuKsiy1EJLI1dFVW3Z43FZP297i7RhWXTVyN+oKGQopBef5+3mz2Wy32kTk3rR5vLanb36/jZtjlTNe6vX2m4NhcrnMeV5wovnEjEfVckXRSgehxiBggHfjHG9uRDUQT04TVHmxWCzHq9Vivc6KwijZ7nUP+sPDOG1KXzHBa3fNplUESNvqXciBKS4DqXzBBVGmq6Isy9I4bR3txOYQMAtOg+NAssZPbZVfnb365sXvP3/5X744X1K8f/zI6qgdJul+SXY8m40W07wqPSHiOB4mcSfyvUA4hNJCCVChK01p5/PqxYuTZ8/OgcKDg2XS8DzazR61gJYhFoVeLk2elYgkPeDCKCWDMJRcObIbW2LzihbBAfHd/NmawBIBARgRVcaWxhmQwH1PRrGXhAqAwDjgWNVPX8wnFxcvryazeaFAtOKkfTg46iftiPsSgBMDawErcBlw48pimWWlydZFAYLSRiqklMqTqF7zzLJb2ikCcIwxKZQQSnm+H2hkcaAirgVqEICs5p9itYu5Aiig1DDOZqP56HI6GS2E8PYGw3v7+4f7/XYnVT4oD94acfUGXcMAVgCZNsuyWlW65Aihr6IgiMJQyk0d0Jvp+y7ZaE4SyBMYRwE/PvZAHWbO+3/Ze88nSXLkTtTdAYROnaWrWvfMLJdi7z1+uPv7H81oPPLIXa6amRbTXVqmztCAvw+IiMyS0zNckntmC+uZysyIQEA4HO4/uOhtb+/u9vb9q6j8HCe5KTPDoFGWqFB6QK7rRVtehH5/Y3v/ZrokIbY2N/0wIKQqFm+tKjf9eLSDd25ADeViOjm7GY/mMSe5U2rP8f3IdUKXHKWb2WEgBqgt9XgtdhlW/1AIqSQJRegSYpGXaZqneVE0DPChISIA1mU5S7Prs4vv3787fPddPp20trdbjiodJwyiZZFPp7PFYglad6TodcLBoNtvR6FNxQmgCUvNJs/MxcXN58/nNzeTbqf77JmjS7PWUwZTcqlBU5ljxiYnjsskN6lQGPqOJySRUtKrZ+vu7EHVbcOgActVcg0EpQS5qtMKIt+VhEopJSrrWjCwXCTnZ1fjaZyW4maaFK7eH2y02i1HCola1JY+WOl368PKAAClXib5PC6SAjU6SjqBI33HUdIh1MwaEWtMDv+CW/3pCt821v5ZVWBtpYdOZkpAhV6kjWQJJCFH0AJAQgpW+apNiRkMUGmADTA6TI7h2r8VK+nPaBAAggCNAGxJETCpuKCcKGgHSoFOgUoABBv8FK1bAAOzAwSFkYYVUkgOCEchohBgANISdJmTQGDBhowBg7KkyAjQjpYeCQLgTHNhJBmSbKS4c4BkDyd/dNgeYlJ85+/TFXxZIKdKbGK7a2JqoFBeSU12FQEYMjoG2YBkkC5ixxHEoEs2zEYbbYyxMjigRqHrxUrISAYJCw3AILASb+1XJLckKTpuiFIo0MaKSWzYECCiQJQa2JAwoIhkDoxsHA2uIQWEIDSgRmCs7KuxCk1bmRgwokGMTek5rhROAciSkZjZNEbW/xkFHxr5lWVr9cPd+cfa9fp+8CteT7aDXApGB3KTcZkWgcx1nAKWpCVMFMwJIwMtjbLKtGFKJWLlaFIlUSmFdrgE1AaWQBrQABCzYMbKphZBg0Y2qIwrAEEbSLUR9jyGq7TOhECAooCUnEI6JeLccAqYkmy5gSpLipmImEUBQjOWYM8bWDPYhACrGO1fetDcDNMt4sdmr/0TW5OgPSWxei8xyQSMVK6UPgMCClOZMiEBuIGnBKQAaVEyZ4QamQUCCQEMBsEg5NYnRxIpR0k7M8Aa2NgYqsgg2KBwQnZ1AobYCEHEIBjs8R/WKXYFCgYoGRLCwkGQZAxkSIUABqBah2sOeWoVgBhRA5Yk0IbWkMAahF1BawviDvh3B4R92tGV4bHp/BNE5WcAzUBApaFFAiVE4Hk5gpFsgBISGlEyO8AKmEADW67mMYMBUaIvlS+dah8hqFL3lDa2iLWcZ8EQ2KwzRjJGHcUGAAtL8wxQxwKyp9zGACMiCy06heOhA27olNkyjxeKPABk1gwMRgAQIwCrgiEuoWSHnQEJELWJTnNuuMK075Xq6k9JUWp12Lv1/NkjVk35E0BX6z4s1pAS0EBeLm7m44vJfLRkI5QfSNcVSrie9FwoCxCyFiYY1K3TUg1JMp/Oj88ufvvu3b9/vGB/b3/wXEUtN/Bdp1af2NiUc9L3om6XzhwiqVCQYcFQFmWha0MwtHczIwuwRxiAhqDE/Gpy+v7z5x9Ovvt4NGIxM6DcdLHYXcz46uLo8vRkOZsVeWFAOGEn6g2VT4YtyG0ADLBJ5ovzy8nR5eX1cjnw2kIpx5FS2gyiVSwvo/V8MVssljc304+fjrKscB2v1ers7x/sbO8FQSBElVrRduxxXNsgGm2KOIkXcZKlmSmFIzD0vSgMwQabr2wZDCzTZF7M53Rzw9kMhsP2Trvbi/xeN4xaVQ5CtKI/5kk6vbi4OPx8/v7daZqIne1vhoODbs9//rzf7bUq6Opei9BCNoCIRII8R7poZJn5aFwE2SwCXgXLclBnOp8k+fdXy3/87uzjKB9sHOztDN/uhP/jBex17eTWis3dEVjpxzVYUvkJIKiikLOFKdgjFTKQwHU7vp+6GpEQpZCCxGA4fP78eRiFSZwAQFForbWwnuJrhYiMMY/BWA+8AFfpLrUxKEgKKaTY3d31A9+iWo/Fv8b1gWgitQMAOoweSM+Lwmev9l6f7V7Pp/okOb08z+LWd4OjMAyFGG7vSCnAVcEqoXxdbf2XQAgEyOLFdHZ1cXH0ww/vj47iLI263fZguDkYbHR6PeW5SlIlC1qvX4TaTI4ABKAsWQihXEcq0PNkmsTzoijzQpcGK7N8IgSrzjIAKCgBDHA5m47ev/v21//23a+/v4yxm5Ri0D7ICj9nEyfLm+l8Ns+yFJWIOq1hK2x5rhSqNJwZKCQYQFgmydnFKEkLAyJOYqAyjISUAEwAWKdjS/M8ubya/vDDxcX5pCwRhWi1W/v727u7m72ekuRwDc3zraHCZrMw1SmIAS4X+XyRzpI8yXJqs/ScVuCCrExyC+AYOIYyiZfxaBKP50miCXzZ6/e2hpsbrWFArmQQBgQz6AxMki/mV1dXx6fLq5G+mc/QE/3Nwcb25t7efq/dk9VxLPEtQAQANAlEdB3VDvyeECOkBXMuQAdCBcIjYyE8DVgAFgA2cryeT+Ynp1eHR2fz+bLV6u9sbz/b293b2WpF6Lk2aLwtD0E9a5tAtTAhA5EbTpJ4mcSFLkFJJwxCV6lqBCuZ6wuWJ1vFzmOIwjDc2GqLsJRRrzVoRwEEZQxTQXMtNEumZJnOF8k0zWPuYBAFjjhocbefLvMiKwo/CPzAxx/L37F687pJYYO2GY3lLM0nZ5fH59ejm1lhMPKDtvRCX1HoUeAjQsHWhNTydAMICGgAGFcaBwAgIIFQjhQSSzSpYCVYgzZsVo5ADw0IgEmSbLxMzo+O//i//+X/fPs7mS6fv349fPOmv7tPBmZxMr6+mSyWXOpWXjquDHY2tlu+RzaHLmQ2ilo8z46Prt+/O8myvN3aCPyW7wW1KZJNepBq1mmsz07G19Pp5Xx8Mb4iB5+92Hv+bL8fRUKBkm7dVkuTtT0JNu0lBAngAEpD0gCSICGBUHsS2p4MlCAukG0+EwQkwziZLM8vJ7NlmRbc3egdPH/e6XYcR5HgSj0hZJteZe1UvMqLwlxoXiTFPDElu1J5niNdJaUUQgCiqS3vBdyakb+Un1OM9ZTnapF8kRD89C0VskwACpFsNCgrsdpYeUygsTJA5cZ1jprpt5ELqyw5FiIhYYiZkAgQWCK0AVEzlghGwUID2Vw3liAYBAIzAQhblY0oqLVsXIiAoTDABJosbmbtvyqrviQFAGAlMgM5AqBnwDFYG/g2/AQB4EsjtVc2OLfz0dWy1gMDapXGdZZdnTPVe8YT71x3/ykBNIEhQGMT64IBB8ipOKQBBNAaDPDKabFyL7eW6kjVCY9ledg0ACupHAwDEhQEBQstRZWelKsJLQAIQSMBSGQQJIAlIJSAhgCQSAMzEZMBMA0XqERXBsOEhAQakYFKwAwYhM3QxBIZzX80Uj42b/uym/G+6mhHu/pv5YzRKK4rRKZGtRpDRYvg4WyQAAAgAElEQVSBGCrBKY3IDUgNogRQIJTxQLgluppIs0EySCWYmDFB0ICFAWPIVOI3GkAkUAyyxoQtTUPVOmvnw2C4eqdBBrTnYQSoSmCURqPRmBrODKYaliA9Bg/YZSIkRkQGaaFEY100kWxS73Wzki9WpW/rTWunI4CwJm4DQJM6/KeXNdgAAQjIJvgzhJrRAGi7xzNgnYyPDWQIRhKyIhYEQFyl34FaMCABwppB2aCQDMzV4TVWQDEjChCsjWYwVnaTdVIeSxKEpEBaqa4UVFhjKhs6E6rwE5VSSpZMTZ2PGBkQCAtiJmaDEqrc7Jqh5IeUqBoT/PItcw1ZrHYHQjJg91/m23lVf94qtLyiKIEFolClqTi/XvlbIbNGJgAkVJbh2DEpbE/r8W9aXBk6kV2uoBEMQgnIIACF5WZU04Vl4AbtCQowAjOUAIVwDUGRA3AISoEBwQIRda0vsa5MecocAEBKQFoZsFQ5T00V7Pk+j7rFIr4AvbIAsw3g2yyMitf+aXHe/8zy86CrFR1WC3C1ixrgBeg0X6bxJDn/fDm5XpZBR4hQuKHjudasxhibBAzQRgmuGDaDjiGbTkbz4+PxHz6dvzu/GZXaV9LptKJuWzn1zK3epZGM46ow9KMgiPxSkTRFaYMKaABhjQsYDKIGKAGISDECG9BczOdHHz99++1317NF0ellsJRuLGU2ny2vzi4n15NktjRZLohIChZkDQLRsvFC6/n0+mJ0enEzSpaq7Q8PdgZbm74bOFLWGg+CYV2Us+n07Oz046eP/98//MPHj0ft1vCbb/727//+fzG7W5ubrZZH9CM8upYADJBJdJaaomQNhTZZyblGIEcpKQ1QCToFnY7Prq5v4sOT+OisFEXoptwRqteKPF9Kp1qfGkpjdJrFs/no06f3//avv/unf/r9+Kb85uv/9dWbv9va7jruq3bHxyqUu2X/uN4kQkIS6HiuF7QCr+eJxTLFeKKXszJZmtK1MaABoOKSBhbz9Hy0/PZs+u3lHMPB27/569fPD74+CF90QVarrkmkjpbhrGmOtwNcYgGmBGOK1CQJ54WMMyodN4zardCLfFwpjmtb4ZfQN5EQEnzff/H8+XAwNEYjCq01Igkh4BG5vIGr1j/cuZPrAgAW7dLGMIBUSimJiEqpKIyIiB/n4Cv5ZlUvAAokX6lCSrMpzNd/9Xq6iPPi5Pwync0m33//jiGOoq86nS0EQ+gwkbDB4aGWGtkgayTNZVaUydXN5dn5yc3ocjQaZ6lwXa/djlqtsNttRVGwxvKAuTrmrgM5EoAAcoIwCn1PgcEilpAILrUxmlk3mxcAAZRgI06yBi1MBjqfL+dHx8eXV1dZluWQzMdjU+xK4c+WxdnF8vxmOZ7GwOAJSaYk0iSNwYJQ12GxaTyZnZxeZLkOwtD1RRCSG9YyWLWJFwD5zejs48cP//Kvf3j/7ixeklK9nd3nv/oVOk7QavVJ0e3TvMorc334GYCBEQxABjKXriHKBXsmK9I4LTQYBmPAYG54Sfkkm16MR/PJlEazMinKzsDt9lqDXq8XdR0EaalfGmADaT4fX3/++PH3vzv9/sPo49m5jPxX37x5880brUXwVSQdB4B4dXhQtZGQGQkoDP2tbmfWac3CYI7AEhOTznVWgFZGCxAaIAUuknIRJ4viJrk+vz69Hp9cXhWm3N/eePny2bPnB4NB5ClQd3dEXh+E+tX2mBAZSoQCoADSabpcLNKykIie50VhECohsAp0eHcw75Y7P5NDTkso6Kky6AnpeyQAAUC4AD5xwanhJKeiKPN0FsdzLVOnpSQIgq5wOi3M2ZSIypFsGvXgxws3cUNrBqRNTLBMssX51ej9p9NZHDKpyG85ragVuUGgPE8hGYCSQWEtIdGDcoVdR0SOQk+hr1AUJRd5meVG86OJrhAANEAxHp9fXh2dnX+eTK7ZbIMRuhTMio1MkmI0ml1dT+aLgqgfOB2JyuQ56kywBxiXJimhWMz19fXi8mJyeTEdDIcbGzu93jAIfLQSGRfAWpus1OUySX//7e9++8dvP50eXYxu/Fb4V3/zy/T/Lb959cIfOrU9IzegwfoUEggA4ipdQZAZqVGgIElQ5Mt8OeF8SZwja2ZEXUAZ62Qxnc6Oj88+HZ5NpjGD2+52t7a2u92e43kgSmMARcXisR4UaPZKUwIYNpxkZZyZgh0gx3GUo2x4fgFQAEENtfwFt/oTlCr1yAqP/hMMLHJl2Guxp8YKAMEqpTU8UWMcdrVKqgymuDZ6tNApIdkEHCUAVgpapfsZhJKBNXgMolGzDAAIrqErbU8qJGjdNKLyNxUCAAmMwToujDYAhpkQBZiVgSfZ83m2gGvjMH1bbai0kfVfanSW4RbBNoGu6BFe0azD9atYP2i/PM4IG4UIZH3oIwlklZnUCte1P0PVCWaowzozMLNhRgYbE8Cef1RWbIBMlfe7XcA2mUOVo0dUiCQAMxqGKrCFzb0rGLGs8lIQQc4AgAZJ1xt2BV0x2DMnAYQEUHmPkgaJIBHJMAAysRGgGYSpT9OfLivwqB4crOZvDT15aCLWHnxUvquhl7tBRO6AjE0N9cwiGWFyw2QkGiFsPiNiUMpEDoTIqtBUgDFkAAqCAgHsESKDYQQDFtIlBiIgzbJK4bJ6UR0PvkEaEBFAMxpAACYwAMRGaPIZlEGhEQFLBmbWhAWQXZYOMxlNzMr6HlRkY8q1oXpkYL6kVDRbDY4NEmyD1VY08fNK/X77PDFIg4xISGQFwBqKrVaiYRtaGQgEIaAShIQ1wVtVB6o46xbDQQNQ+YUhN6vdYiCsyZTIGlkQAgmbb2xtvTDZvCuIWCKWWJ24KgbB1aGjAFglCURThb+AJgI7azbMggDtxkgSAG5B5Gs5Bm+pVAzQII74GGWvj+WPhQz+GcW2QRAYrExrLefnOiCOAEAWxso1UNsH1Ae/0CQgt3YTVFE81GHRoQkp3GQ7r2m3Qga55pOW6tDmhQAUYN2iBaMCVzI4VZ7KCqm1BIP15gWiAg1NvbZNs4s9hFvd3yaeGH+0sJo2FS62chisNPqfPwH/teU/YnVVzS8AsNaAmrkwZimSBaSz6XieLEqdo85RtFphtDPc3AjDiLnMi0w6rtZQamO0ZiGYjdQl58vLs8PLi8Px7OLT6efff778cJ3msn2w/+LVV2+2NnuC1omdAex8Gqmo3Ym6nVYrKDRCulhmaZJl5dKRbWJA0MwaUKMAQAatoAAsQM/LYpyko8Vy6oed/TffvP1q6+D5RhD6cTyfT8v5OE8XOZe5cHKkJClGi3yZc6gZRGZgUV6djo4OT8/ORloEO/t7+y93+xt9111zUeQSAIA5ieN3H97922/++fj0w8Xl1dXlxPN7G5vP/bDn+qEfebIBaKolcrujzTck5brBsNs52Oou0Dsryzhe3IyT6UKJgRIEJoN4mlyefjo8/nB49ZvvLy4WyshIEHQ7rc2tTaVkJVxwwWyj9UG8XFxcnJ6eHV9fX16eZ8jf6cKPk91eP9zd3Wq1XAabi3BFLStCF0r4rai/vbNRvtxYxLPr8ubz9DwaX4fLLc/v+tY8DYzWRXl2Mf10ePP+083J5ajdH7w4ePvLv33zan97fzMgkwJ7jFwnrcKV1dQaN7TvRQSAHDgHUwDzfL6cz9NlyrPYSC/oDzc3Bp1OBC41+xevDDq/iLBBkBCOIBKO4xKR47jVZkP0hEXV+iWbkd0aZDUfGjCrwbCssZaUQghJdTBwuMej8N6He5cR0GHwSLDr8avXf7VcQp4HINLzKydOrz8fzv73P13Nppt7e3tbm/uddieKwjAIiNC2No1jXWRFni6X4/Hk5Prm8OT0DNF5+/aXrpONx06nG7XbXhgoJRANg7BskNZIlyvlAQQ4ntPptsOg7coQyjJf6uUsjWNtuATUUMGhdY+44sDGgDFZmc/iOSPv7e0Evf2DZ692N7d8t5uk5ekVHZ3Op/Ol5/qFMLocAy+AMg2FRBLg5Gl6cX39/sPxp8PzIo929w6eHWy0Oh7reuMBAUwAxAyTyfjT5/cf3v/h+Hi2XPpEZjYPB8PF1k66sVlGgXQc6y3BCHRHxb09QQbQ9CL/xU7/0+n0MtWcj6fzq+vF653UiQygYKPTfHpx/P73h8c3pxc8nkBRgBLUCt1Bt9WNlGOXFwFACajTbHozvbq6vvz4ww9//P352XgZDTekO5Lyst/Zer6XhY6DzYoAZpsoEa0BMgH4UvY3N14cHCz39kc3N8aU11fnny5O+ge7byQZKbThNCsWk/l0NJ6ffji7+nxzOpqqVuurjZ1f/j//4xe/eLO7t+l7db65u/mX1kdjZZxUy4xW0KU8L5aLrCwdQcpRQSdqtaPAlVCd0HJNuk9IPPUFBmJyEVj6UtauxAwA7AAEIHWea5PnW71OO/TAFAVAJiAgEABACgW4a5U9GLTui1Rt1sCpNuliWd5McDTHeQ6lwCAQOzu9zWHkCBZIyAxoCl0oUlYLqWK5VWfBVc8AAIQAKVwlO4FquXQ6Wiyn43ixTJMSQD3eJsNcZlm6XMTxMnOUv7Oz0fLfvHn7bHfnBaGIk+n5aXp9lSrHa3d9oTwpdLac5MsOFCGINMvjJInPT+PDo9lslgyHm/sHe/v7u5tbA8dpXmr3WTSoL26ObqafP3z898ubaZJjmtEffnsc+LvD1uZ2r1/fbG7N2ZpMi2DtMSSwS17fbw3brUslsixLF5PRfHyTLFq6TagcKJajy+OLs6P3H777zW9/+/7D5SKOfH/Qbrfb7ZbveUgISEwAujEevTdGOoN8mWbLRZxkJaGKvKAVBX7gCVmHvQGA2p7yL9DVn6Cs2MEKWVkpAOu31eze3lzf9kCFtW95k+11HR4w9Wd7SyOyM4AGBBAIlTpY/Y51PdWrdB1byJ5s2+S3yJUWjjWcxA1O0Pj00eq9tQ4AzAj16QNUZg4r26JqZ7RN1MD2uAhXreG1PsJDAEoT8whvDXEDG8F9DtoswkeRkie1nXX1FA1IBAG1p1I1EHVGvMolD2scghsDJGHNcaAS2K0tG9pYVLcNnaxibHTl08b24BkYEQygqfABEsyCUTCS1QDZqvmVEqdrjmC361u2aUgIBlkiALPQjZEaM/4sJrAuqmFFXE9VwqtJZmDAh0AyvD3scG/ikJsj2XVxBAkINbI2hRUF0Ag0CIxGsiFjXd3Q2IEHYINcsm7OTgCAmex3zVilSrrVLK6NFCqjZcMMwIxkd/y6tWgMMQpj6RtzBHuuKatTaTQMBCwQJbMB1LV1yx2jwTsj+bSplCW+Kt4iVtbNlVxhj0mrgKU/zzF8BYdVrarwKUaoLDQRK4EGkBvQBK2/ahW+0VRmTqti+U+5GlPLImzQDSsp2BWFCDYGn7V+a/jSWrMal5VKccJq0FGtLYGa/pq+2KGpJUdT4SWGq4iWzSpekeIay7rdlWqnf5TPPND1qg9PQC0/qXCthTRzfIdV2rGp2WxtGFFPViWn1dHQm6OFZhBY24G244WWodXo65rE1Ox+XGlHpo5RRXWFzCvNCatY4VxhwwjAYAxzlS3aOlnXbXiExzwRPv9OIQQhiPPGJrVq6o96C/1ZlZ8PXdlc8wAAhnVWaJ3nHOd6JtI5zOdX49lougCh/DAywg+9/mZ/u9Nuk+C8TDDVDFiWBRjOgYssyRfzfDb++Mffnhx9uIlvvjs9PJ2JWdklJ+h0Nt++fDFokysAVtMN9tUkRRAGylWeqxwB4+U8Xc6zNMmyrAzJWKYKyECWPRMIoBwwAZiWNFVB0R+Gyt/dOXhzsNsb9AJmFccqTb2y9NgI31MyIIGzJD2bJieT5Dnm2okX6dX08PDmhw+n87js72/s7A02NrueJ1ZCirGGisCGsyw/PT39fPgpSZf9fkdgJ8uK0WQ2mi42k3Rocg+5slWxQ/twQUCJXtDe3tr+5tUr6h6Xp9eLPJtPR+dnZ0e+2lSyvMqm51cXp8dXV4fX4xmLOaER0Ol7bi90gjAIfAIQUCJkAMayyDhOxuNJkiyZNQAv4/ji/DqMwuk0XszzMAwBy5WoD83/kVCwUEBR2N9+9kx+fZRcnV5fT4+OPxabm+pgwxXcdyQicanzi8vzDz+cfPx8fnRyWS6zb17u/O3fvPnFV3ubG71OK2CJjMzMld1xo5JXZT11mbWfSwFLa6yT59l0tpgvMuFEQXvoeYHvSLFayVwH6X9aqqj+j7UYBoCVbwkAWJN3C7U8biC3fonqPfL+B4BbIJf9tB7m9j5uhbe/3ml5wypJeABCKK/X775+7eZ55AQj79Po5PQiSUa/+c3Hzz84v/rVr16+nG1vb7fb7TAIHMfxPI8QyzyfTSaTyeT09Pjs4lOWT4oi873h119vaH2xWF55nuh0XNcFBI0G2Ri0cVyhTjUATQAhAiAgGfneZifaCNX8cjI6P57PXhVaG4aSgRB0hXLZY2o2AIzEKKTn+VHgeG4v6u4+23nz1bOXzw+QncVCLZbRfMGIZmPDd0mU+hppVpaLxcJj7aRpMh1fnxwevXt3NJkWO9sHX33z9cH+MGyp9ZmxeWeZVZbydLyYz+ZgCMBZLk2hlzfj+Opmtj2JwyCASiaoImHWguW65lWPP1M/7L4cbh5tTj7dXI5plOQXhxef2523L7cBpTufpYfv3x9++O7y8+Lz4bLIfVeFuih9R3Qi33MrH2oGQCgB0kWxmOWLSTq/mU+XWRYEfYL26DJvt5J0wUVqysI4am2dYH2iB3b8HQQY9DefPR+/vjifLb69uHyfp/jpY3u4ofb3IyRQDsVxNh7NLy/GPxyen3y+NFrsvXr14tWbV2/f7u5tRCEq9QBB3iHDRiOrt10F6FjfATaUZpxlqEt0hGqFUcdCVw9F9MM79eKtD9xEAazlNisISnDAaWWYisDbf77fhcjpb25Evi81UuN5y1VgJCK8vdag5mz3V9adBVakoHWqebFYXKTx9dVlNpn6aRklxmjKA1X0eq4vTR4v43lYSCYEKZTwlYSmGVjzN2AAJAKNAAhCuUp0fC9UpNNlGS/ieLmMM2D/QYW++itlEHR8r+c6XcRJGMqXL7pvvzro9TaNzsYjdXluytwfDiJmP8mKIhvpfJ4tZ/E0jFpmMV2Ob64OP09OTxIG+fLV82fPdjc2O1G41vNKOaU4SW8mp1l5meaXRpcCOyZz5hM5vhY3V1m8l7bbrTUZD2ptHRueuhLI0Qm7u89fwN7RcnBSmKUTL+ZXV5eTaWcSoTBkkunJ6fefPnz/8dPns/OT0WSpMey0u/1ez3EUIujGO7tJBAq32CmCgTLjZJok80Ucx5kWbrvbHUSBH7g1FGvJz/Bj0/6X8qPl9klMc2LHiFRvarUrX+NMtQ4dNfXc5wUA1rbjPud5gBdxBT/duXRbyl/XkRgAVwoJVA1r4HANNeRRc56mivVXrNfACAxNTuWa+uvz/OZ8vrlKK//rVQPWVaknyv3RA4Af0e2fpPEH0SuupS6s8aZ77nCN8l4PFDNUVsC3qm/UPzvNGpqQQbfgP6jHjZvxb5RPXPnmEGClAdp9lytQBOv5ZrDJIQAqTAYblgtApjLIIG5OCllg5c74UEyph4YLYQ0IXUmPyIBPVIDVVmnWuvulumIzfivh485MVFdsvBKDgJIRQAtgjfWuhwYrmylRWwOD5Zf2eapXLrOupbq6kcimTi1VzRdX0C+vRoCrACOMiATooA2axMxVfIAaO8B1K13kleXkj47Bg4WAJYBAJkJTNb6mK9dxHOVUFveMD+vnD778LraITZ11l7HuNq8cxwAYoEQLUK80i2q+1uX1ukZjwDBQvR2tNK1m2XBlRfQQbNlUXDWPGFQ1m0CwSmxskfTaHEBU/s9WLAEQBhEIAUusfOiNXXHrkWmrv7gmNK0K19zgsYnEeqdAvLVMHnCd/SmFmwF5aHN5kFviGtbUuPtVV83dB2sLnQp4MnXTq86uIWUVn+HKe9FCtdR85coxMK+dXWwNpm4/IWoEsMkLCAkErzWY6g/NcRuvUQLfHvPmBlyB5XVQXgJXOpQhNyAr/Lhu++dW/kOxrhAQmMs4vjw7v7w8myU3hVmUy3kxX54fn//+/Q8/nF8tSyiLYn41OsUyoKXCJAodrbUxjABKCM2cZWk8HS+uLz5///uzk89ni9HxYpnSthcN3rw62OztbLRbbQcUQuXBU+1adiETKgkIritCV0zm2XI2XsynaZEV4JaEAGhQAgIBKGtrwRqIwQNsi8Fe/62JLtJ+vlhMzotT6UwvSlOky8J1wo3nr/pbmpYJZkWxHP/w/o8ZL48GfkDLbHp6dXl+kRmxubmxfbD7bHcw6HjKWg2uSKWCWE2pQ9/vREGWjJLSJGmaXFy1h9cbB8myNAY0QWljOjSWIQ8VAnCZM6fT6+7v7uvoxYizj9d6Mf3wx9/HN4ev96NBWMzHRyfHn08vF6fjxbTgacGOg27PE4FiIaSyTImBSwQ22pQlFyUYJuV4UqnNrS4YbzSewvvDt29e5CkXuZESQD7AWxAIUQK6TtjtD/CvvynZ4K+//f5idvH54x98qY/7/cCTCDrL8mWSHZ9en5zNEdSbg+GrV69evz7Y2W57oUMOMQpT7YZYnUCsBMZ6dQFAFfQgB0yBrZOZKbI8ifM8Bz8a9Ia7QdRyVAOmNLKCucW1HiqrPaYWLKqIFP8J5Zbz/c94HADutswuDAfAAQAg3tnxi9KTwakKj4IwvzjPz06uswROT06n40m31x1ubHieL4X0XCcKQkKMl/FymY7HkzxDz+u1290wCqJwm2Ezzb7vdsOt7fZwGIaBkpKqQy5G5vXopohoHcEkKKcVBJFDbYcDTMtkmiSLJE0M+ohENmQCgAAWgHaGNBJKFXS62/t7mzNzGfNidj0fta98MbukxWS0WPp7B19vDiY3uThLcJotz8/f/e63i9nNMPTdOJ4ny1kSL7XB4cbm69cv37x53umAUmujzAAogIXWVBQAQK5ylQJKRZIWBvVoujg5v9zc6m1u9V0bXoM1IKyf2Ng54CoxohGAoALobj07mP5NVpwV5Rljnv7w7ft8Oru+2H/ecWbp6NvLw++mF4eTM3lxhaeXaRa5u6/CdjtotzzPA6EsjRYEzEDkhawcI4QTSr+ltA41R8sJjM7Sm/PFbLzotQNXyXrbEnXXjOWKAA6icl3a2tr+6qtncTJ99+28zBfnl5///d+Tw2MVBCaKRF7E19ezODbLmFl6vWH/66+/efv2q53tbT/0hVpLlPAFp5WVKssaoAQ0kMbzxWw2j+PEKBl2w04vDDu+lAjVAVZ9ft8YYP/oWkCo7LbtiZYBYPIwHHBc9Hb3/9rtxaVDfr+72dvpu64oAAQIG0cTUTzAXu9YuNZvWV3VmqE049HN8dGn8eQKIB+Pr0Y3N7Pz+afvZzczWGpNKsn06PLyXaiWZOKr8yEJakfh7t6uMSLwPccmNGyEnkZmRwQhAWTguv1WOGiHnWA+A5OneRLniwWEAZB6eFyYIQg7vd5ur7cf+jM2rOHq4vJdUYzDyJ9M57ps7ex85QdOXpTvP5wU5fXV5QeEyfjqgx9Sni/jJJ5OiiJTvV734GBnZ2cQhrVIUGlIyIyIQjnKD0iqRMlMIjOIxVIXjJOZub5ZLuMEgKxXON9ubCNqGwCLaKB0we90++Xb168nS3p/ujwZzz59/EPojG9OVMctlFkuxxcXZ6ezySTN8kJzAVozhK3W9vZ2u+sTGqiVfwQ0YABoFT4EwJQ5lekynkxmk9ky0eB7wUYU9Vth4PsgqVKealXq/xpx7c+2WDsPQgIwwGhAVHL7rRPvR3feWy4PD36ER399Wt/lJ9hWrXXbQlCZP1Tn5I8kcvoiWqnjWqzBNbdbea/RXEe1+ZFSx6iCtQofYmC3LmGNtjzZ5Or59X3y1g2rGqyREq5QnvV2/xj0U/O9J1uyakf1h9Y6a99m1t5EayjCIxS23h1R17CqsgIZvnCMHipcQ1dPVtHgq+uTvSZ43tc/V5WvV1L92iioa7WQAQIEAhb2dVhH/AZGAMHWsodo3f2r7uEauspcOZStr0heb9YtP+3VFFnvW2QmZremEosXcUMrNd7F9WRXzls1ddwBZx4sK5W8kiVYARBwbsXJJkMDoQ3fimueHPzoRK46+2MXmw5DtaJXEAbe0jduEc5tBmd49aO+99I6SldVhzE1hFHP3JrhzuoT3SYmrJvUtJSq741Ti3XpRUYCqDwQLSVIuMUkG8jnwbHhex/uXG2Ia80s14bGu1Xf0yz9p5Zbja9f31zCmvdCZQl1r3d468jhDlDFt6b2brFYVUX4tY2tjRvYcGb7pzrWq4e3enzNvXX9R2ggkFvNvMv7quVhX2pAiOoAQBI4BNaZ25LXw7Es/rzLz4SucI268jQ7+vz53/7ln69vTotyuVjOsyzPcn14fD5dpAY9vZzkxQ/53Emm/vGnPwLoLE+NZiWEFJKkFJKKZBnPbqY3Z7PZeKJLrcJWtNPrHrzce/1y+6AXgEd3FEcAJJuUQpdaSBUFfr8TzJZxnM7Ho+t5vCwhMkIZQBs7XlanaiUAsHAL4bd2n33DXYwm+bvp6ej6ZLGYXeRClL1eZ3t3++u/e9Zq9wDVu28/f/j+U5nND3//L+//9R+GvY2W2+NMKOUePHtx8HJ/e39zc3vousoRdm/CKkUBIrAhosD3nu3tZfHrIrlZTCZJYshrLQue5yYuTA3D6doh915hACQAyVxodsLu5q50cxhPJspzeotYH/7w/vOH+GjgDiPOs8uiXKbaTUuzSIqyVC3Xc10pJEolV06XiMhAQkrlttr97e39+Tw9OrzJEkeJVpb4ZWGKVJe5LrOyTtbH91hWtRlIN2h16NVXrc5gK+z3fvfxQwL6u2//+B0jmrIsUyndTm/geO3d/ecb/dbB7mB/d7fT6SpXOuK3dS4AACAASURBVMqGrNMCxK0Ajc3L6u3SMl+snLR1xQBLXSRlnug00dIP+5s7UavlONRkKrz97wtIG1bZ92ANY/ovs6X8QsZ9j2fenRpS0c7eCyds9Yf9g/3N87OL8c00S4rxeHRyfHR0dBi1WtYGxFGq02p1O50wCKVwWq3OixfPopYbtpTnu4LCQT9ud4alga3tdrfnu56QghAMPdxQBCBACUCO67Ra/qDrt8aLWb6YTG7mi2lRhFpJUYW8IAIjAQyIEhDICM+LOt2vf/HLwun/429/iBeTb3/768/fv3MdPwqjFwc7r14dhE4+yssfxotvPx59Ov58dfr5j77neuQ44Ltq0Ovvbb/Y3nr+9vWrXheEBCIDTLeGlQgAwiDc399fLpPkd8c346TT7Q03tpfJ4vTSvJxvFWUC4CHkYOPQgzQgmmNVrJY6SGtbTQpa/dbrt38V+SMBvz8bHY3Pzo+vTs/Ovn//PqJpUB73xI2rgSAw6LCU0g9bva7f8lyfsHIwyQBKAAHgS9ULguFwY/urrws2Jx8/lOmidN2OzuT4craYLpGrEHkrSkdrT14ClIAKAJlNp7Px1duvfc/bGEwOPyfL5eK776+yfJblE8fhIHCDYNhubXV7O3v7r/qD/ssXz7c2t3zPler+zD68iHAl0jBzCSYGiEGk8XJ0eXMxms3yUkRBa9DudIOg60NlyIWVpKorT5Da9PoRkREboKv+TmCjCaCkQLYGgz3Z3abSCEY36nTDlgJIuTkSqPx4bseUeeRd3CxDBma+vLj43W//+de//sfLyzNtOM9gMS+WN1kR81zrWMeOk+elPjm5ml9+Ojn8TCpyXX9/f+9//k9RasPdFgSuJ1Ujh9YqPQIKYAQhQYpWy9/b2di+LrK5MKXOs3wyBUTwAKTzwHggUhC0t7aff/VVMp/q66vZdHZydvYZWB0cPA/CYHNrd3dv6PkwmV26vvz48fjo8A9nJ0pKwQBhFA6Gw05nsLG3+fzZ853d7U478D1nNQaVHQ0iUuD7vW6n02ltbQ51lkwXlOdZRst5vIjzNEmzBre6N2tWFSEG1AAayAUJrhe1olfP9w267eGI/3h4OT39t/9z9O53uu9zz2NflJIMGIdZMZoCUYV+f2M42PDbLSBEBBYV4Zu7c2gMcAmmyMt8ulhO5xmJKGxt+347CDzZuHo9Znn/l/LTC1mnhkpMlgyCmZAR0eZ+eqrg7c8/f0puzyc3OgP8WKX1dk9468aHQZjHwIm1tz+gdt/W9+7qGLWmjvwwHLTW0upFt8SkJ8UFvC02P3rvPY30Xg/uiBwPXX8Kt7oV97OBKx5p9K3+3arUSoONG+a6M1T1msebUNWIdSV3bKwelrzWfJLXkIA/QVlHXky9+602qDsYVtNlBGbm223FxvO1WUMIhuxtKzyqeorAGr3c7+/9Ob3VkHoQLAL1iO3XavKwTj2/jmnwCjioHInrLE4rtAeaNfFj5cH2M6BmNIyVFbphbUxZw1tUm4euEfL9veCpRcW3/qz6vaaqrE3G7afwzkP3+/DIVQZrqlj7OgEwEnJtU3Vr7h9q/h285k536qfY4Cq8K9YukKv7uKqKHpIFq9F/cObsMRhYv4p1RlLFGbFKM8Lq39OloapVr9cG/6nyEL5jee9PCvTUjDM3I8i3ruHat6aFjHfu4nq13ieY1cFP08j1O3DtqfUm3evi6le07t66SkdOjCtLLmDrdPUThuC/tfzHMwwCCeG6rhTSQQeMJjDkBm4ou+D2pWpF3TIFAU7UCUssl8mMgR2pUIIUAgFIkOM4rgBHcbsXGtSF46E/8NxnobO7v7nzem9z2AI0YMzazNloZiAAFZLv+b3Njc2DXTOdX2TTbDy+ubwavdgfaF/Zh2qzIQ2cA1KOvnb64Zb3sgPGOdfizPnhYpkWTKV0/Fav/9Uv/3p7d1dJ15TQcjst5c1mZ5dX6cnkeg6kBlF/Y2dn92BrY+Pg+dbuZlv5ElivIdkra0THcweDwfODfQWzSJXHB8vzEcbYdzu9RWGWBRgWTer0B8a3WpQGANlIgMD1fNcbFNkNlJ2drcW7j4efjnNAiZBPxnM/kBvbOyyj0/FhWea+F3WjcKPX7bVbYehK1QSekATGlY6SNBzsvH79tSNdie7lxSKJu8kiIhQMlKS5NqZuXl1Wy42MQSIFKFXHVw5Kv/0LEMFgcHx1fnJ2NZ8vszQTRF7ge35rZ+9gd29/c9jptbxWFEohGFCgQBDrTuAP7YhsRTSDXFpOB6SgoDKNZ7PZLJ7O4vky9Tej4dYwiHyl6jA6qNfq+xF+iPd4x62r/1W2lE9LE/DlVxFcLxgMsNuN9na3x6Px9dX48mJ0dHQYBl6cJUVR5nkBAFJKJKEcp9Prem7Y6/X393eilu8H0vUdo6WUE1KyNLrd8TwfpYQmCgnCXUnc7m4IAIxMsLUzfPl65/35xel0tFgsF4t4Nl8qcslTdaoobaO7kQ0LQG6nv/GSlGht57L17tv3UJqiAGQe9IfPX719thNtdmWpaG8yC1qRo1Q8T01RIBaeK9tRtDncevHixcHeq41Bx1G2PRqIoGEgxAClkHRwsO961G63HbfTH06RNg36GRc25CVjCZgD503PqsAbK92BGQzZYyrhgNOCNnWU87VB0T7uXS1bZ/FNnJcwRlgGHvScMNCczQMZuB3Rlpu9qNf1Ql+6AAQGNEMGQAwOgFJC9LrZ82fsSOl7zvaWf3PZHo0Kw4Y1IFevvRVHptpCRSWgAiFFnid6XSOFG0Vxq3V1fHIxnuBimSMFeREj+YPB3tbGi8Gw3++HvX67122FgV+DyGx4Jd0/vQKwukMDZmBiKOP5cn49no9nWaG7vW631446gRv59iiviuhncBUA4onVBw0jXOusqSNiluCg24r6viSBgIIkkQDIGYzNwGj9Ee5ojF+8oDFN0/linGTTQqeEnuO22ui1XCFQ7rh6KWNNqYBMFIUHCsDkWcYai0wny8SUJaFBLG2o4mbVsGUpKIAd4BKEbHejnd3hxsn8dJEm89no5no0abt+KBwSDzRWADiu19naispCSmp9/nz4/ffv54tJr7fhhzzciA6e7755+9r3eTrrhVEQhN7R4VlRgNGCWYR+Z2P4Ymd3e3trY39/p9sLGtWdGYwuhQBjgAhRyCKHKOr/9S//PnSGhz/c3EzVD6fp98ezJJ+RBM0myTPXeQDstPVp4ALQhuElICV9aOMOEynfa7XJdT6e3owmi/lkkmdaOCLwAk+JeEGEbXYLVp3ezvbWzsBTQAYEMVq3JGMtDG6NDUKOnGqdz9JiNCumC3Dd4cHO6+3hVuSrVQDFW7LlX8p/uLANvmsxCvmQE8hPE4vvaOdPvhkA7qqJ9/eku+WORPCfKrTXfbnfp3VlpkFJ7K0/boS1Vv0Tl/5U9L2m699BVrCW0R5rBCM+gkU8yPTXf7yHFa5CjwE8VutTZf2BL6OxuxDOvXIbu3i6NNooM9o9aV0Hv7VobgM5a2rsmvMmMzI2Loz1O9aXxMpSr9p6sDk4eXjo7zT17oXG+bf5He/e30yOxUFuAVh49xVVXCZYc3HAOk3lmi5Q17RqB69cL2sXNrwVQcyq6oQogcmmCl0zvLpVfuoaWeE96z/e/uXpOptZfwIivwOz2B6uS0DWBbA5Tb3zwIMEuTbrvP6nwWKgRhwRbrGg+/vlgxrTY7wWai2OAZFERYPUEHRFLpY4H2Z994b34eX2GFE/LV8+2f4Hb1tVtr7+770C165bV967g3pP4320/Ng9t9bHQ7okMUgGycAMVLv5I4Dhu3HY/szLz4SueBV7iL0ofPX6tauc2c1I50XMunBkDmY0nyqluq2OKEFoVJ6zyJLZcqE8x3NdAhRCIKKSigSVOsvLVJtCI7NyUYUSug60O0Frf9tDDUSAdGfKEUABGhLgefpgD+c3fHRyczaa5Em6mGWLZVa0HQJJTS4rtifDwrADsqOcjnL0/ku/09959Xp8Pb5EydJT7UFve3fHD0MpFGh0QbVcdz4ZJvFumhc5Cy2izvBgY2M7cL3NQah8AKOBNQhV5ThtWkoEQvV6PVfyVle83O2f3WSHV/zhKr9OVJzrXCOAAjYABvDB6eA6vycwU1mgIAdJdVrkvuzuH5jNreEvpq8BQehUxzckYk3pLNaEh6wzR+pW4G0NBtubgygiQHvGgYDK5nIlEIHb2t3c8SXsDPujm/jDh/zduyQrSlAi00UJhlHeSS9YL1HrhQkABgRB6HjC7+WGwrCzsbGzO9UGkiQRJHq9vnTdKGpvbGx02qGrSAlCAMOGUMCaFe+tGb4nfjKiAZkDGGCCMltOLy8vTq9GN7NFgbC90d3Y6rRaXh3pStf/YM0x5DF2hz9Bmf2vKk/LnT/aWmaQQjoy8F3fVZ6rgsCPtjaHpS6zvMjLwpqSOcqVUgW+3+l0lFSu63W6LceRgCxQlKwZdKvtCSUcVzmOaCza7gW/sF9rVy5g4TlBN+wMW35L4gKU8pK4XC7yXjswAASGoIQqR721okQAoqDTVv6LcCPs7fzy7Tf5MtUGNVN3MNzZ3e5HynWYUe95kee1X+y9ms9jYEAsSGjP9Xrt/ubGTq8zVDbVpw2wzvWebI2SwBBhq92RDkglwrD95s18NNanl+ksVe3uUCi30DmAALQWWwJA1OdFlX2xtcmvCUyW4GokCqPhtkNOf383+6vX2TgFTW7L0REs0rP3N0dHKKCQJYMKu53exiDstEiBqWJ52gXlIIAjnX4XPEWtSGxvD0aX4cVp8N235x8+fpYCHKXKwib6rUmhCXWCBFjVCAAALmHY6/lBaFy3u7u3EydZmsbalGkae56/tfkiCoeeK6KWiiJXCMskhB21VZyEL9z5oQTIQGdQZnGsr0f5eMYoOq12v9MOw0Ag2qCVAkFwnatlRec/ZQXimm28FB6KyuSVgO0UYx0dhevsZ6tnH3rRHeHMSvqIuLGx8Xe/+tVgI5hO567TQWiDCYllWebaNdorNCegMypyYZA5yEtHKq/b7W5vDwe9TisKBML6Eb/lptU2Sh4wQavb24r7s6LXCaGYTq4uxjcX41m7tyFDClZWabcaqwAECdra2nNUazDc3tt/lqax7/tBGIZB1On2Wx1fKZTOtudHg+HW27eTsiRjlC7J89rdbr/V8oJI+YFjjM2JbsMAGCSqIpswAJBUXr+/3+9t9do7z/evL26KzaNFCt/nWJBgEJiXhVBCIkFlgH9LLDbA1la2BFAMCiWAC05r0FWgWqo1OHhbzmIdL5IOptue9ji/PDtbxsJxEqMyNdiVoe+q0pMgjZagCQVzM4drbBINUMpmHqfx9SwfLSDOnFZ3+HLv+fPtrY4vsKbidZL48hCnfylPlNvLazWijGC+zGiZb/19KmzQ0zU8+q4fQxe+kMf91MKPvPoWbnX/kQfVwtuqv+XRP2Og/kPl/vt+dgse0fSsM859Bzx+9LkvL1YSqCnlJ6BfjwqQK9X0iYfXnl6j8wehqoffsFLpV1gQIlQBR5tK1nYxvEt2DGtJoH4a6LeOSyFWPohVsPK7N2CFza3WU7MuVxn+6tD49bZ22wKuHieuRxUBml3FfuY1tICALQBWNQiZKpt4VsAKQNlwUVCHcv9JfV8vjD9usHv3Bav7a4ASHxSouIGM4B5VYi3FrkU2JzsV69z2CeQC7t3z4O/E0MzqnSY2lHNvGX7JeNYN5wahWj2IUMfVeqxxTwpsvC7R3b/zoT7cj2P2s5NP3uFK96tp+P/9aQKojp+RHxVKfwaxVkPdUFGN6WKN3WrTrFBrwvezO//fU34ydIUraq67qlR7d6fd6xdJBgZLgYVAjZzrAhE8x3EYhGHNkBldGgNEgohqL14iAQCGTWlKK+AyASIKVA66jhCK1gKEr6hz3dJNuY4a9OXW5qTbdiXrbJFnC4iXepEmoesrlLVTLwJIBolMRD4joDS9raC3Rc9e7S8XMyZUvkdSGGbDTEhA6A/bG8Mu6oMsmRVag3RzVugEriMJwG9ie+J6DjKLalajJHy/5W+3NsPtbHvvJnc+jBc0KicaXB9QGgBgB/BuBq+qHigteqXLIk2yZZzF8xyM9EMvjEJX4l8NWoJEmeVYpshpkk0OTz8d/tvvmA2RJlH0e2G/2x70W/ZQvIau6myhWnvKdzrdtqOdg20C7zeDxWz+/afjY0Na+NJIG25wjVRwpckiSmConDJRsMLWYBD2e5t6VxuDJIxhBnQcx0ZulFIIIqIq2EiTjJOa5V2DTHdF3dpXvgDKQAEgQpItx6PJ+Gw8n5UcDvrbe/3dnbDft8ZlDFBYDbb2xPxZuUX+Owre2zN+Zj3IZKmQ2XODjY3/n7037ZEkSbLEnqiqmbmb33fcGXlWVndNz7EcYoH5sgBJcBcEfy2/LcjBcAlwyBlub/f0dHXXkZlVecXtEeHht5mp8IOamau5m3tEZGXX0VOCQqWHHapqeoo8FX3itdsd02zMrFmTCb4C0hokhIo56VnI2M8uBAlJnV47jIJIR1IKz/OMJwuxjZckEhN5MgBIpSplZ1zw68V2r1G6CQfX06vL6WwmoshEKzLhgOJAHImnnAQUlFOqULnWe3j4CGEECDMgSQhiho5Yh0XH29+q7/Z2wyhKTqtpKRwBR5B0FJDME0QKrJN4wCGgmbXh5PJcf39//2B/9+Li8vWbU/mHN6/ea9ergbwoSnEVFygaqnZ7reaYA0tPJ8PBKBxNMZmxFE65uNXb2i27EJjMgxvlRqIocNV/yddnr48vRv2ZcrUgr6S6vXan3Sr6AMCQDE/AMYuJABUKtUJB+yW9s9Od7te+Ls/evnvnl3XRF46Sru3kstQOGVtcuE6FKfKL/OCwcgARaY7CiMgEwSTHKcWRfxBKy72HKN3g4ztAV8maQAwOEYTz4fzyUp9fqpuRKDS3tncPultNvxI72gEq9eRMIg7frcNT5mf2fLXRh9IeqBCjgSIhobx72tZFQqVWqdR/uX+wH8xDIQpERa1dQWDWrCJyNBCRDhFFpJnhRqzIIPISrislURwrO1W+CeYKkdDwBDkoNZSI6pfTZqNYKdDNfDwZXg/Ho8l8GrCrICU0JaGdEjFzGrmFcrdX6fZ2nz3/BRBKGQGayDAtKIZwvWKl0u729udBqLVgllorkRoxFAlphobQEBxpiucMCCEYDM1SFYuyqKNoZ7e40673Libl6s037y/fnIwBVo4iIZBoXzagnYQXJAVE0LPJIByOtEYwHM+ngeuXS+Xth+3CgefNGVEwr0TXlfB6dH7WPzkNAjmZe6HjFxo71WajXIgqTuCL0AFJKMtg5LjjgYEZaExiPJxOjvvz/o0Mo1IJbklysyTrPlRyMochwDrZqgczix/dzsVPTSzDehlziFf022uYrYTul3kmhfVPrCuCxSH1If3gtndS1Cljw96a5op9tYpw8YZPvu3u9yUfQqWyrhPkEkql2uNdyrICGN2jwXOjqKUgympzLLplpoi0ODC/gHXME6twhnmRKAXr2XoBsSpm4Ucrncb6tXmYrLubg4Okhs5yUZeKsfT/pWTWxqSy0YCkxbIIxOJkW1ofZj5PmTNlDFrBATsUz/35isZ9O8HtsvwBqRjqMc4+tFSQvD6eHChOltf4P+O7FxtNVr3TbSe115V3UQqsDNy046Umef77OYmzwWcYmVZgnXChAQxBsSVwP4fT+6NO8UjL9t11TWKNb+S2/ebukKa8hDBmOshmH9u1Oec/uHghQeZj70eLF88w0hkDLA5gcHvyPyK5H3SVdGZrLKa1WSw4rguQAlyzn0yUkHcSMSsid5NWQDoZFSANzIlCgbGAIngxsThguxbEcxMkGEq4RX9eq/uNWqlcKA5v5lenk5vL2aASVXpFBYCZY5xFEEgxJ/x3ibuPolKtxAAZjhgy4BUn7qUkVNF1pIi0kE5JSJ1kDwAcgSymM9NBRNLXdQRhjCgJr1KqhpovwVwplQrVRqXkmxgo+SxXMb94pPV0PB4evT958/rk9av+aIjubvfB051Ot9ppVgrFokOMgOH53hy/+8Po1as3Z+d9IdBoVjqdWrVaLBZUHHuYWJMQprQaglwIEp5XFCVQhAi+pyqVkue7oiBUQUpHElFs6dtdIR0MWqWk6BDCKxSQtCQnoKOZqqV9mNJW4yxJ4L50JFsDioggNNiMdEKIYHJ1PTi6Gk+FU643m61yp+nWK1DKFFEbajPEMWXX7a3f1Wr+fmSzgn0fYcTDkAAIIV1XGqZkzUxWqM4VZYvS6jdPukIqRyWs5Eg201bnOoJxgzdtTBKe51VKpXq12WkW391cnPZff3t8uNPqtGqloutKkQANcXDm+MgtEUil8X+gzAgR8UEBJrAioRwBRqikdqQ5XSIBBwyRrTvjEksC4DkoMOBtwiWvhfAAAehySUXRIJxflcvb9dpWvdbx/aJxsCUqsL3JFzePVkRApKPJu3evv355fHoWjKbS8WoHew+eP3lQLrhwC64aQ96ACNFwPpmdXc/Oh6M56Uq9vrPV2u402g3PVKcGUYJbWV+gXMcP5hMSLN15oRR1t8uVmkcSyrFGUO7Cml6RiqAANmiekqBs3ECOVUjBcXRIm9mN85LOk7h+QjBjFl1dTE+O51dXLoTfaO31dnY6W03HR5CMN072f+4x/BJ1Of0tsFo6sfQj5ffbbMXllyENsgTHK7S8wtJt+/SBrYrYxTLRmygh4dT23jEgNKQmKCqgWKo3a+1Wudcs6stwMhxcD0aD0bgZ+X7MA8iJqpYmkLS/BABHGk09SpzOlA3ZCxJLZ/piPYYlM+JQ82AksexBpM1BDhKAYCYSCnoInilMJeZ1vzip+5VSzXULQjhmTCWTd7xSa0gGM8+JQj0djE6OLl6f35yOri7GEav21u7Bkye1rarvC1+CPJShaRZdvzq5HFy+PT7vD0Kn3G1393Z3tppVt0CzotAEh5MNDrBIVhQz2wfALApvTi/6b4+HNyMqlzvdVqNZFpVCVHAI0MSSiJiFfSaDsIiX97N8NyHNwvR3e7jdvXo3j9Nb3/2OksIAuWVd5110l3wzz+RhDDnP08qV7J86wT80EVNO9DSO2eC0cXLJXbY/gizjQXYJPgi3uuf19dnfJbM1rxIsvyE793z0yrZ+GWDWi2hkAFEc5BZGrQKYtWZtM4Dl4mIpImFZXvEqwFaUww+YuZZIppdSiLvfkqtIov8BIHDiyZFJKK867eqxJeN1zdZemf1EPqdqBndgJh3rfhRpRDqO5igYklgKSOL0+A2T8ZygWGkxjRFzgnys4ZEmDmawxZi2YXZZ+ralZ2zfuozSxBRHA4RdfOPenrmybmbd5LeZAVlocTFbSiuIQybd2AgxAYY1I2Ik51uTnI3OkSRksbfeVRggkTJz5n7e8vPxj5XZVWsWYjWJW4rDuKXb8Pof6Z9Ey1BjWr0ZUy1lm1v7XYt5yPTnGBZL3o25okkEoDBp0ZBNR/3JyEfgulo0hrQxGNMNE2wnDYiw8lYqctFfhXHrAIKEwNcFCWteoSQxY+hCSOW4brVW7HZbve74+nX49tXp/kG7Wq1uNaAdneBIQkMSWKbzh4DmiEibbWpKxxpMOCQGmIEIUQQi4YhkZ1YtvimJgWzPuibUTvw3kXFF0YAO3532j05OR8OxXyntdJudWlmt9QeKdZJQz6L5aDQ4ffvq8//2z7/7wx/6lwOv/WD3L6a//OUvHyiPKiWCmvH0ZnQxPT4/++bNu7dHpyfnV6XK9rOnTw/2ur1OqVqWjmQi0uAQRGAFIg2QhJ4DDCkxD26O+29fX2odtNq1arXgFoTrShHb+VmJq8qgf0nbiGQCZbIeWRA22oYX3xLP2e4pZMANDTgggVBiImfj4GZwfHJx1B8H0m+3u61WtV4SBcc27YTVVf58zRLO/7hEFYhDJZrAtAxoZkSxtWbux7solP4Tm8qCBENHiCiO4cWLqRCIdbjlrDkGc1mCheuXm91uo90q1/T56ez98fvXb5tb3VrJl7LiJFEvDElKMrki9gsjtkNDmusSoBSNINbgANBknJC1JhJagyg9J5jrSCwSGMd4+4VAeH7af/HHF+fHV42dT3a2dtqtuusEADMkkgCIcTIEQ5GpdcR6enFx+uqbF//tv3715ZcXo4lTLLV/9ZfzWrlWL3UrngsCJtcY3/Rfn3398ujV25vzmyDyS/vbvSePDrY6jZIb+wWm+IoQqfNwBDChwBrXg/FF/9TxuN2t1Jtlt+jyEmyyrndn9Q7NzGCiBT5leDnZVDrJPO0xV5FalQgIoaeIZuF4dn50dXo0nk6LxXK3t7vb3elWm76kOGqRk7sw30EWKs5SMXNqwP6b8y7mP7p8K7+SVxO03TasiS1m9SJAg9IgSkYEp/uoWiKUpWZ7t9s82G2MgpvLfv/d+6tmr97tFX1fg0BQAu5qaVNrhoFkvJDNOr1OI4lfJICkRhjzqNJSqtBMYjHoJM9mo6vL6/Orgqv2trutes8vdAR5iI0aoybFqWgg0ix4JqMrb/R++vZfXnx+/Ps/Dr9+1VeF1vPPor72nzuFJ+26g0mEo8n0fHZ58dXR6xenF2/7o1D4e9s7Tx7sPNxqtsueQ5oEQUgTX8Kq+XgXBYiA2cXlxZt3Z6/fXI7G3Ottffrp4cOHtVqFSIfGZlljrP0s3020CZQkiCSRJHucxovLgoUcwErH/AjNsSmJOyrmt5Vi82i69ZUNpaCVu/kPpzYK2ZomEQljkSdWM8wVo9GKFVRkYe99BNkAW+TLRx97H/HIS2qZrzYHJ514NTcm0swRJYf/SUhKmJfiKYpICCJJ0EQwDAkZmGbhj7P4rDjtbECKdPzYazMla9UygpmFn3IWsezd1UWVs69kMS9afiqLlyR2Qq4WwZl/rdkh3VvdGLUxUWNIgKBZMzGLgCkMKQqIhNAsvzvc8QAAIABJREFUwKSJdVI1xigQnEZ8A+JNGuO7dGu/5JzP2PRwXDcL5P5O7y7q1hZavZTeSLPKz2VzrlafSI/SbngxV7VaurVoUuO7QKQFWJjziJx4SkUa0EIYTyuyNiM3qLSrmYpkdOi813InhpyLxmpY+0G5a1Z6M5Pr0ly0GMPJ3UwFJgmvJp3RxZDzadlcwTFb0dLwI3O8hg23rEBECFHQVIjgJQ+qn9CxJHwU6IqWp51l4XQdta6sezJpRMP5kiIOq4tI+rixuTRJlCul3lZnZyd4e9Y/O7l4+/psd688HIZu2VGOYI4oMd5MiCIsZhKR+ACZGFactrjJSSw+1J47EsPATH6Lb01md3McPB6rBOle31y/OTk/PjubTajVUe1KoVaUcl3FxcAZEyEKZqPr86Nv//jt1/9y9C66mbd1uXlyGbQvp71uAABCgOZn56dfvXz11bffXlyPKrXO3t6Thw+ePHt8uLddLRdJSph4sbGCCUhOPkBHiAKMw/OL8WA4UY7TKdUbDb/oSU8JkXLSLAmt/Wt1AVha33IWxY2igYAAwIEu6hGiAWajm4urd+8vzq5mTntre/dgq9er+o67wEDT7p1uSKyuBH/G1kv6dYTM0rkgKo57LSFZwTPY8uKm2c1CRgdKmSg4IdFPbqSjVUA6bqFcr7db3W67F5zN56Np//TsqH/ZazWLlUoBMbBp4G4dm70w21RLMweBls6HzUChUcthyENlCHYX4zPTvCKZnRPfLgAcgVhrPZ8Gl+eTi5PpZCA6O47ngKO5DjWUYsQFoaSscc0y5vP5bDY6Oj7+5ptvX7x49eLr/mSmOt3g+nKr33833itWRAluFdPCxfnZH7/p//FV/+3JFKjubj959vj54e5eu1aRtHDdSSs5Uds04JBUQcgX5+dnZ/0wjMqVaqvbKtfK0llUECjdMlm/ypnWXCgmRBlUj4B1O1erJtXSXZNgAJ4CMyCYDAcXZ+dnJ5daO41Os7vTbHVrxmXJxIbbvBZsGJP3U8iWF478pzfNArTmt53F8o5l2rusUsT/5miVSdVLiCIcdNvNh4e9k+H85dH4qxcn7a3a/n7RdaeVsuuIcq5WmrQoIw67TICzWJ7WfVo2DbLKtqREUeJ9QAC0nk95cDXqX1y6qlRtVEvFWtH1VAxskTl4aJctYqJwoqI+j78JT3/77uX737/QX78L/bosXg4bg9HDcOoBLq7Gkzfj8fX7i8vffPP2H7/49mrmt7a3D3aaf7lX+2y/U/PNWJEQcvFlnOi5kkAKEaJ5eD2YDq7nN9fzKKRa3e9s+Y2O8opCs5YkAOOcsrlX/yz3E9u1JiZmNnqP6Raxe8aSPURZP/rFL+LVy/mW9senebqtU9x3ytrwYjp1ro7oTQlSPOvoTJrxKk6J0b88KxGBdRbzBXC/uFrrirOiFCeyvjI31thmo3XJnrituj5AFhwxmYSt5WTBRpRqVppZEzjmKEhPHFiFjP1NzA64NgcAiUiDGCYcHuukGVewiAyisArokE1zHudtn+C2Py6T6OpQy/zIc4GhRR0sLmhmzp6KtAuc/GvnlppLRAmBjNWuSaTFTT44ZKYYbbwKiTWFTHMW00hySCR1oClkAsiQh8R8Sqn/Wmq2ERGZ/c/lwi9rB2t1lzU+TRTfuyeympxkX5JUycuWMzt5AvG8SNl7aytyXWLxX2tmvGWMa1HIBDq1SsuaKCSwICSH1Uxf0QQT1tDwhkiA4nubZHXmpwQMWz51cUtKdrFxB2aJnHtLM6qgeDAvv7kO9WKkmZrtBHtCyy0LJf8thhMB9k5/dt5KhpJYcKagyCgSF5IE3X9z0BW+w7KxuswlbZYYmYsJNteo0oA5QxaRFIVSqdlubG3Ptk7CN0fTs/dH50eNrWal4lWKjjBeupTg9Ol8KDJLt+10aU4WEy2u2kFv1n00210n8SGBBkearsfRycWgfzUAFYoO1YuyUaSCyr69SFsDEYHBOgxm08nw9OTd1eWp63Z9Va7VGtVKs1SsFbzSzc1NSYxGo/nZ2c3rN/1vX/eDsPDk8WfPP/mrxw+ePDx40OsWpZCI4+2Zw0/JnC0AHUAHCMKrm9nrk+uji+u5qHVbzU67XvIcBQha8EF/mCxNtUvoFbIL9cqrjISpXgEKEaIJZoPo9PzN0c2ro+GYa0/3n+w9eLjd6/gKXnL2kuFQGsX1oyu4PypZ83UZlyPLb1FYfuZJAgLW0SoA2nogIVCP3dytDNPZeJXbxIwbD0L5Jdra2n94oC9HR+9enx69eXW839vd6RBkAk7rdMBkmO3ic7i8uIvkiGFMXEUJwC0Rh9zbUEdxTMOFFwxrQAlSo2E0HInrGzmdFT3PLxWp5CvH0QwY/dLmaUn/1VpPJpPBYHB+dj4YDKbTCVDc7jV6nUq5RMpjzSEiXI4KXxzpf/12djIosOpUy/VfPP+b/+6v//bgYLtagSvhCEPLxAxtXBM4rhPzgfJmGJ6cXvX7N5pFrVGvN+tuQVnOI3oBrWVUw6Xlj5OGzqyqi0iRsDXt5bqzJd3UTcAvTo42M8IAk3H/6ubNcf/iZub6rfZOe2fXbzQcKU1rZfYe15lzH0PyVcmPkF06Auw4BWyNNpsKgrOPrWRIrAUZ2MUD6Xqzub032Lm8OrocTYfj46Pzt++cYqlbrRbMxJY7Eyelicwh+pWge0hqI9l7Xp6QyaK8X/fNGiCEfH0T9a/no3FAAvW67xcLMUWFWUzisJsyBVMjBuZTGl3w8Cy4fn9y9Pr8phZ4DVGtebV6rVWvljwKb0BXPLo6P7/84tuL333T//JsvNXdf/7Z8+eH27/a9Q/qrusKqQSkMidbLXSDkjWNQXTZv3n//nJwHUahUyoVt7YarbZbqoSOp4mlNUH8jFt9NNEMTZKFgyiEpECEM0Rzis0JBaM8SRvciiXVvnLNa+RctB/MjPAfdInPNzQTuQvERonGeZd+mTr+aEJIAKDhmMNnIeJgUQEhIuiYu5rNW5FRCtLZy4oWd6d8M/P2qh63kg4l11isv2uLRs7ctZR8XklXAZgPFM7kYZMTIkurb6lQhsJHx4i4ZEaEMCCeg4OMHTwkumHMGBAUERhagyJGwABIa9ZG71rdVVqWLKLAgAZp5mQ2NA8IwOxWZUYJ2avWHXrmOol9txcm0QcktNyaIineHeI6pB2PAGGIIAVrQsg6cBCBQsUOYxDK4sSZTxQBDhSHYhpizDRl9iKWIlbvdOw1aurO1phW6j/RfnIv89Ilk9YddJGsUgYD5iz4zewHs2VaTpuSfvrRxkS+xPEBVmbuGNW1ziUxk3aYvUg4kRYkWbiaXGAC4UmSijUZZmJGYPhKb60sa+Ja6KDG61svLiKtHVppgA0z7XdTDSihxLlXtXNKMkSZnp2fRXa9SHqeoLyNCFMzxpYKgJBQIBC0YCgWYfyUvH3A/Zjk40BXHyy5dZVcFKnBmLTmumXMHGoWQrmlit/tVXqd/tn5xehan75rXHSK7Zosup4jGObkVNKxkgRYsyZh2taKfxFTpzGBkuUfyZBJOyfy9hlSC1yATcdgrYPL/tXJydXJyeV4Mmu3GvVyseY7ZRdqLSoUz6cE1szTIJxGPI1YeYX99v7B4f7hTufZ4X675org6t3b929fH33+x2//9fM3/VPdbj46PPjFw8On+/v7tVpNmkjiMf+diBDFhxTj8TyFns+m0zfH53949f6bk1F3v1ZpVBuNRqlYECb+AMkUk15qKauNkNdGmyRVC9asz+nN+CSwZIaeIpjgsv/VN8evL/VYNgqt3a2DR1s727WK5yKQiCOgMwDIxKJj+qCl9acoabvYWheSmX0xi8c03Gkwl7XnN3VCQ8XxmX0bFFkop/ZaSUDiJCVJcKe1+8kBjy9ngzfvRlcX11dXl9ejwYjLJXLBhLkw+Jg5BZeGX1nKLQNfG7iKkx9ygZ5smvCFlYQAOYAe3cyOT65O+uNh4LDnF6uVStXxi1IJIkQEJqvrUKY+tdaaSAgpw3BeLMrd3YPPfvnsk2ePHh7uVSr+LJienQ5efHn2r787/5d/PZ1OVXPr0daDw188/+zh/na9hqKXOoOxjkMKmIVfExCG8zAIZjN9cnr2+s3bo+PjztZOs9Wo1apSUqjhJN7VnGgMiybPqC42E0G8NYXFPSQpxLRMK/WWLP35bDXpFYlQYI7r/vCbk6vXF6PrgMrt5sHD3uFeqVkl5/ve1NlQ1MXfH2FOWBh/2SAxnL27RhI2DDIhkJx6ff/B9tuL89dvZ+eX0/7pydGJv7O/E3Ep5kK30s5mxamfct5dZOfp1WamtAuklCtmdAsIgDXrIJr1z65evD1/8fr8rD+qdpq1aqHZLLpu2n9Siqt46GpAEBzluU5ppN2rm/BmEoUkO9u9T//is+fPnxzsbleLnh6PhqPrb785/s3X7/+f3x+/fDMsN3cfPfvkk+cPf/Ww87DtFWkqlE9O7E1mfWECkhMDIcLJZf/q9GRw9O7SkaXDB48OD/e3txu+D6IQnHfyPU3o38r68PGFSGqomZaAgoi0F+oCB0a75HiKY4G52U8W0CuMhLHcAUZZGNtLy9tPQlbMp83PrqsHNhv7hEgiEpAaDFJCeUqlCmXIUWTilVBs1pg0Fz4neWXZXPP207YHtrXSLKCQ3PLfBpQsW+U5U/ZCMVgUe6HOb05+Q7ZmxuOFm1Kql7I1b9qQkg0NECAMqajBPwQCl6KCM01KRkCxACGuIYSUkjRJLYlIQwsKQIKJBRbc2ln0ao1otkFMG+5JFp/YPuHFJ2YewAfXGLBgCk7qIKEguH3lXSqm+UNIKQ3QYfgi7lA4s4MhWSlNSisFh0gwqYiHoZ6G4VCJ8UCJK0fPpAAEZBSoYYDLiJtAldgXOpKYCcONZQjjEnQoiUEbf+ACI7DwAopVX9h4QnaltSzYvEpEBj3OKpggzpyEMLuai5OOuTVL0En1Wf32O8IxuddI2OPdLpS5rgEmKAERaT/iJlSF5HFEo0hBVhAQIs/R5EfzkotAYx7ECI4h/dgs9gfFz+rF/HPr9y5Fd138Ts2hNXTMSGvVmp3EClCVo4dtKAyDKA5VfquQ3dWswylAEqgAYF4AYTrxwYkYWoEUNMFzRp6YOtFsat6LuWR+MvIDQ1f20F5337as1ggDDFYQxWq93tua9no4PhlO5+H1+enlaW3Q8QsOUUFJxWY/mtLmJQJYiLWujysdMmM927SCMb6yMLxTSCcCdDAfX15enRz1ry5HBc/f3urtbLebtaIjVgILLjJkY40LgpCKpVvv7hbrx7Opv7e7dbjb2q573Wqh4rpn5/NvXl1+8cW7P3zx5vR42ms9ffr8s2ePP3mwd7Dda3hebNPIxDSVoPjMjgB4BswQzS9vRq9PLt73b7RXLDVrlUa9Uql6TsEQ7lhhOzIVwtn/31GNXFr1M7LmhgJIaxGOEA0xmRyfXP3+9c3XV57b/WS3dbC1s9Pr1gsqVJgKOJR0HY7JGiUjEmuY8P8sJXdA0eIE3WJJvnurmRQYnPJFW4f3F5N/EtVaEwmwZICE06ioJ1tRdHF18751fD2/vrx69/a0XG7u7TSooB0xZ0iCe4uqYvcbpphsfLHYy/u0sOnSHM7m52dXr9+evzseymKn1dpptDvVikMcRCErZchVAyJl4kEnWgMjZoyicqnaafdc58tWq/irX33y8OF2t1ttNsqE8OKi/9VX77748uKLl9dnA+F6xaeHDz797BcPH+xXiijEESiAeInXDJ3gTyHAUTQdj8f9/vD09OTs7Gw4Gu66TqPRqDeqnitkfCgthtfv/OFrnzRWTd4DIsatsGEvlKEZAc+G4ZuT0auT0bur+dypdPZ2Dw+7e12v4IYOnKUJ/+4a7ofKpvQ+MC/eiEbdf+sq7lDSGPgunFKFqzvbtQc7V8H0cjyenl90L/pRo4ZmGUpEIGmjlJaYzr8OILQ/V6fhEdZVQ9qj0oOEBJrN5qf9mzcnw7dnw5vhrHdY3t3tNJrkFpOvjztwJk0lyS2WUTwQ1xczuVWs666qFxqNJw96f/PZ4wedmovpoD+5OBl++dXgt789/fbttFLa2zt88te/+uzTT/YOOoWyFyV085rZ7LlwWnOIAITAGDSZDs/6F4Obazm44VK59vTZ4929Tqdd9QuRcUZZsPmtr52f5b7CixMxGmJe8Ga+F7oCOoSIUGBdlMyO5BARQ4j1o2S1GfKeXGu0bb6+JrXvVe7Tz5bNQvs64oEeAoLgElQUuRz6UkY6sYC0lkL6rtRAFEipAALrheWTX65ctMiYc1aAKiwcxDIHpZZxq+TYKNsXN0km81Xq4vgB66n0kFdaXfdSaawCxYufjRilDko5drIlMXKuE02IySUlvAKKxVnyuNIoeRXBCqxdxxPakdpFqEINIUTKVEYyib1u0ZvklprjA3psPjxiTmtAx+u0ITfl1BrJrZZb62rdYr1IgePa0vdf/mLSCWYphOd6Ugit9crhwbWioUGstOsEjqeLHnsAQYRRcBwEF6NAUsGfu/6FcKBcwIUjJAIKp5jPzQlBl8ijUJAAKYaMyJC752SeHtFN8YIFemWBTwsowa6MDSZukjJWsszoGjFX4JKBRKsFJSYDY9rMgn+CBY6Wxj6wYMrkRJ808d0Vq2qEbSEc6euQxgFBFIEQM/hhWAuHHQ83GteMiCAFZHQ/RwMCWMd75ZrjBWmz2LNrXNQ0FtP6uTeTKWfnikVayd2PoJXnghJx1VPi3Yakv9pb7CKZczWDJDRjHkF6kCpywpOSPC/JoYom5nkNWrOb9COVHxK6WhpOH6pUJJCK8KTrVutqHoyfPK3Pw+rrb+ez4dX50clZyy94jufVFUlAk7DhVr0u5zzStLicOZ0p8cE2dIoWbqXBwSyYXF5d9i8ury+HBNVuVbuddr1WKvqudNbhViYRAUTMrNxCo7218+Dps2s9uvLK5SLCcf/o1a9v3hc8dXnRf//m+PRs4HjlTz55sLf/7NHjJ/sP9pqtou/DVYvJlAABEXtvm7yERqCvBjevj06Pzq8i4TQ7vc5Ot95seJ5vlcmGJ+7dxe3p1jZf7zOlaskj6CFmw8lw/OZ8+uKc30/K5c7+s+fPd3c6jYrw5FwgECZhjrPQi3G9lO1PaaB+dEk8BzNL7R1fTc7N2jMzASkRr7lNzJpJAIqIlaSG7x92asNPHoZfvTs5OhJutdPd67UboQMlWEPfCXbKTBn5au3mwifDCmAdBvP+5dXRydnRcb9/Nam39p88/1V3q1sqOZ6MZDwGzQyjiRyzLYrkuKVSTrlcDcL59s7e02fPRjdRwRM3N2cvXwxPT14IJSbT4M2by5PjG7dQefSstbO/8+TJwwcH++2WUy7Alalebvw9TekNrBACzByMx4OTk5Oj4+NIR71e78HBQafdkiBaB1fdXgP37flmlYwj+CzbDekIg4YOEc6vBtOj89nR+WwSOa3t7SfPH+7ttssuE0KCsnWdXNzqexuTP7LxTwywNAfvJLmq1ao9fFAZDC7eXUajwfj8ZNiqzXzhKS+UEhBSiNzyy/xFa1nSRuCV1sx92hA38mX/6uTs6uJ6xrLU7rW3trcajVKxgGR7I/4WW28XMMGFJFCU1QfbT//uefjaPQtGM4nRWf/dC74qq2g6ujq77p9c9BWou7fjbR88fPDo8Onjnb1epVQ0Gy8KCVlPnInNyKrnen4dBhcnJ2/evD45P9Oe1+rtbHW3mq1WueApwcwQ6Tb6z/IRhYiYI3BYKTmDgUZ4Q4MT7r+jQDpaqkgXKfCkDhxfkUtMtOysYf61Yo1l0RN7okuN5OUyAADzMuv4Zpt9kyS2D1luxXZeua/AGlDpUyn185pFNrGQONnytMI92H3VUg1NCGswQFo6gdYFzIpi4syHejzS8+ki5cl8cjEh6RCDpWBDaU059KqCOfZlYjtatq0ekG20pznwmu+izA9GEovuNkmfYsRhoW+RDD/Ryvq09GSacvK0sICp1PRLMLn0avJaNh87ZeN/YhMoRKPh9GYwTmMMihCTq8bkugEniCauiFypi4hcDaFjeixBIo2Uk7sDkQ/9xU3F8SEqbXncYIMRfh8Wjc3IV/LVd0pv5dBl/FZEFAoh8qJkrubISVLGz9fRjqu9UPuz0AtDgmCFAFoH5MzmlbNr92LiQbqQCiTkjeYrTUMZRawj7WDk0pBBTA4LxRAmBB7H4YMWSjInGJMZgDEFPyHxy6ekC8R0cxsJ5q3ai1dYjRjiTTPVTHZdpLpW0jtNOLEVhIQSDX0dL/gGWVf1a0Bha+RRGgAxqQczORCDBEJNkSMKmM/DyXgWBCGiCGDMZs74Sg2OnOGugivGUzZHo6KIiJbxJ07qGEyc5+fEBGKBOHjwmrGb/6WMrNPiGnpnWwTsAnI2x48giwgPa+4mbWKQNyFiQiQCk4Dh1TNPEROHekY85mAs3aGDq5K+9DGSwSz+FqkoNxrbj1V+MOhqqYXX9q9kEK+v0WR9IQlAKLTajUe6p3Gtg/43L2/evP62UimWS+WSX3IcRwqO4VkiaL3wzl1RUHLlbmR7yXQEBqBZB8F8PB4Nh6Mw1PVqrbfd63U7Jd93lNrYVUw6koTrelytdx49Zilq774dTIf85puv/zA6mwdjIriuL4Tn+6Vnzw93dx9vbR3u7G612hAyJsshC06jrC4IIgjnejR/d9y/vpm2Wt39x48eHOz1um0/Dj4gEqUwR3lbAoQ2Vt3qTHMvCRDdILgJx8O3x/1/fXn+1fvprHz4yYNnTw73HvQKdQ8uQhlzCi9aMyl0yuTykxmc36PcF8uw1If8RAySJQHBkCAICovFwvZ2c8z67fX45Kvjy/7l+7dHrWrd2fEUmCTJFPW/O5KWgyLf+nRSdCKt9c3N8PSsPxxNi8XKzvb+4cFurwPPhTLOLXHkPQYYHBl7gQHjsCmlUynXXMcZHYyjwDk7G1yc9//w+W8n04HWs0Kx7JeaRGXfbz549KS91etutbq9RqNW8hRcAZnRTuNTNUDECAkRIwKFk+no/dG7i/OLdrv98PDJ4eGDVqMEAa0jS+n5XmQlH8vnTkOHmI/Gw6vX70+++Pro7GLil5oPHx0+fLjdrJcKpAHJoMgKvfHdZoPvJD/oFJDfuTU4ghYgBSm9QqfbnU0H/ev3l9Pp6Or84vj0utlsFCpFiZiDbSWV+yAylOectVZrNR2NWZ+fX3z7+u1wPOtu7Tw8fPjgcMdzhRIamDPINPFSuYw9HEIo9tjv7T3721lhu/Tt+7Ozy/7R1//5j/+iVKFY8IlJKdGo1w4e7lRqrQcPH+zuduo1VXQjqQSkZ4VtYatgibEpEYaTs7PjV69eHh3djMeN7d3uJ794tLvfbnUqnmPQanVvrtyf5Q7CAEFLzIo0HgAYnw+//Ndj9iu1bczDAumxDAmzqeOOpBOm9k1iLaR8eZT4sUr7rBTDPje+Cl3R4jpzzPK0wD5in9QPgK4WwTlSdS5v0csXG3LZFHg++2SCEyXxSfOBiqQoxijRgjTzgPVAsJpeXb39miZTCUSAHE6OfveHf2RfOEUiaTioiYSx0JZSFmDSEcXR18yOvTYLH2ud1vnC3yQvEm3ywTm/bbjobsLJ4WX7Us7bGW17Y/pJP7FA0qWWir8+YwuYt1bdXaxyQrAQnOJOAKBJT0fXX/3699HNFIACpn3x//797Oh4LAoBeEiRcqlEUYEFRcbe1KmP1HLAnCTfRY+IQ4bp+GFBJDQ7SRslAJiIi53r/nE3VjVKirBuFBEWR42WGUXWgFCW+x4xFliVIXqnBL3SG+NfMowfPDNYsnLgOdqVkcvsMSBxIul8qpwRzd9dla/PJEIgOsdVafzy6sv/84vTl9FcFyhSPt+UeEDMDMUkGVKbDxKSIVgziWSuSvCgKHGF4xhOIUp4+TWDSFqmVn7R7epNWJsYKWQa6wgaGUa1FBy1WZ4oh7B/JZ90/tzQ4ukgYuSUm1foRASR5rjMlPCpmZbV8Q9DSMmKpIiorIvdYi0KLl+9+nzUP8N8CIyB8+nZl6df++ObN4HwZmHEIEGCo2gNeotYG7c2rtIdCyJo1iQArQkLyrdcKpTMxBKPo8W13IgDyzWS7d68yDGWOzohpvnaP+yFZw0wQkkHZEHCdEIRU3OTBBIfAyISEWsmHdE8lCOm4TWNB5gO37zScwNdkXJcc/zzpyI/DHS1ZgYEVhopO/43oB+UvEzSKbbancnsZjQoXF2eHh9dvHzxslD0lCNKpd2YK9gklee0ofP4XMzO0roJfPF8XEBCChYRg0mQECQcR9Uata5X6HTaW71uo14Xcs3gjDMSMT8VSEquVmqOLBSdWsntv319MZlcEUkhFHNYKvu93k6r3d7d2zs4eFitNV0XQsX6zeqKnq1HBXhMBRJeo95q9R4ePDjY7rYrBah03WJ7ncs/gn9f3fCuz1NqOoWggEeDo6PTL18cf/HqNODGw8MnTx/sP+gWOhUUEZjNSE5hKrIzosxfliTf98MatN+3pNVybwZ71kvL3ErnSq+IODQhgZWkgvKalS3HfXA1ObsJpxGfHL2vl0rl4pYrpFt0Fsf9aLO6f/tX5ZY7YVhJOzQLIR3X80ulbleVKru7+4e9BipxzA2jAUoT8CNZSmwVjQCCcL0i9XrbBa9xfHT5efj7q+sLRxEJx3Ud3/er1U63t7+1t9fudVqdesEDGIqsk42cdlSzy2etsgaFFbLd6uzuPdrbPeh0WgUPoUYYxVHWoviIVl5VLC9E5rDIhwiBBMnk5MFquzOi6Prm6v3bb7746qv378/Kfm3v8NHzp486Td/3HAlOv5is/+zCfm+j7wcd6Wz9HxktJ3ZXZwYJVfCrje7O1tPZ8Gzw7sU3/fOjb4/Knq+6nqoIpYRyVz9hvWLK2Sl/Sa9eKtJympR9RknZbTUfPnr6+PGjarXoeSK8SodZAAAgAElEQVThs6JlgmXrCwmSSQqX653tZ57ve4VvvdcimA7656PpTLkFv1wrFLx6t7O/t7e9tbW30yn7Dok5gUkoQCYL4tKXaRPOGqyns/Dlyzeff/7y6rpR8Ns7ewcPDndanUrBkckyKnJ1jJ/lOwqDBLErQhnOSsBkNtBvX7/pj1zXQzAtufBkFOjJiHhovPMMUVP8smENTzaWzEEhXgTPEcwi9gZC4g2U6WW0gJeYkZ6uWlL47z3ijb+Dcb5Ik9hgSGRldY5ZucLrbFudcFAuZZSfM0GToCgi1lIJpacjbzTuAgPI2Vn/83/4L7//599HwtFMFh3L4mSZSZOZiTWxhmYJkNakIyKAGFqL5EwSJeFpaf3RklSfoKxusYCB1r1pf1NMKZuB2NYR2NuDmrAJnF4UzPzLZKHhlEB2ghOA1F7k0mUvz6gHjPOLOahlyi9EOJtGV+fuNJrCKwiMLkq//9/Hv//tkV8V08lQQnrCR6gi4kiyZgazjrSdaPwzISO1ZmNOzo7E1wTgarhmv82UmgQIeol+Mf2Wu+FWab0RNvR7pkVMuYxsMN05hjwEJwgXAyQWrceJtrFZdOyGI1gTQYKlZpdICvSBiykEqAS0MXAxmgI3CPXpv3z7f539fVT6tZauIC5EN0UeCtaAJFIMkXzMYuybEsV1sTqvZJRVQsr5lVfgFfA9bo38uYXY4l9OaW6W9YePqM/wmu6RXiQzD2TbO0WpzNyiDaRoCs9akCRWzL6jSoguw9Hb6dk78AjQBQz7739zPHhZ8OuSlJ6HYrmK1us1SbnSqYyN0S2Sv8z7thGbiD072b66dv+7ta7s7h3XTwKo2RA/3eZImIGuCEhiGS2paOuFZTxymMjgGiQIzBHF2EXsJxhCh1JrCkU083Tozuesw4LwZcEVQsksHLGG2fbHIt8TdHX3ClggFTlv5U8Fmb/YAXlKVZrNnYePq8wVIV9dXlx+++plsSAbDb/bqzkqoQ+Nd1MW7uub+Fxo8W9atkzTLkpsTUEsCI7rlGqV5s52sdtzlHLLZb/VqKn19OxJPoadSQCaQJ5TUOXQU9V2Y//h4fj87NFsPgKiIJgXCoVWq+2XSwW/WKmWXTcuhb0Apx+58m0S8ErVztNnkmSpXO2WatVyIfYAiQuSDKl7nd61vySvNTc+vSQMIAIHlzeDl2/ff/3mTHjlTw+fPHmy/Xi72KuiokCIAKGhEv13wc6VJPzjHYcfXUwtiix30dLI2rwmrCaY9HnBcWXmLnB2JacPECkJUWQZunAfPX4QsPP+aHB+fvzq63nVDwpqy3dLcWC0JVRkndzXAI1VytRAYoCIZLPZefpM7c/gl9rlctkvxj2fkqCKoGSSXO7HRGTQXVmtNn2fKpVOrV79i199GoRjIq0cX6myVyj5frng+07BrXhQQEDgSEcQy8c2CGDJpAUcBjELpWSj2fv00yKhWK+3y6VKoeABUHLBICo3BIZbrsMPUXTsLyZa+K+ne4yCiDXPQ31xdfPizfvTi6t6vbn34PHjZ0939nu1kuMYZ2aAk/WGkGnn73NY3t+EXXmZsJgF70lsuXYjESziAUWABApQst7aOYCYBe2Cd3Z6evnti99J7Cu5x6B6vYm8bY/1M6098ZP1//gzVq7Y6aRzieh2e3/z10XXKTVbnUrFdz0IAYZgljDhGPL7Yuz6L5TnCcdVTrlQ2Gp3fvH809EkHM3gleqk3NlsVq9Veq2mX3BKBSUkQBLaSWi+l4pIiSdxFAbB4Oq6fz558XJ4fIze9sHW3qPDxzudXt33ndQutfu/XUv3WJt+lqxY+g8DEWvTVJP55DicvAsxAfQMwlUi0EHIU1AEJDRrSx3FusJYENbeylxrmlZk55P7Lg6rwtaY4awV8d0Tv0vudxQzX4QA4ICKYNIY+kAJ0Ff94dUIsPaEQAknk0FvOKE/5dinhDmI89dJQdiq1HRKsI98fmjRN30T/4lrejGVW6NfWD7B6yRXN027nvlh+rcDuK5UZUUKJdLR5MyDdnDujguM0VQTBxQgCuJzRwvNZCX9hCgssdE52y4EZmg9Z2vb6447f7d+6J1MZ3ug3CHxJQVv9ZPpXrQ7i/oBazAjkmACjSEBocE3oBBcJEw7DgbBeHr9+ub6BlCGhniMITA1a1xicFFeN7hjr7iLRmM/c2snt9tarK3tH1LStTj5f0r3TBoMCIEIUEVAIbwAJoAsQtfdAovJ8aiPEaYFIBQIbz2lt5Tvd62EJYOIrOsbmj9tALau/Ola5S6DYak/3VoM421VhFCeR5KZo6WB+GPGrfD9QFfp7LehV9pTxapmvTLU1xrMzEQoSKqWitjeKjvKD4PwxdcnzMF4PBreDKvVovCllHGClOmrTJvgjUUZlp9Za2wTSBEpJdxW0683hGZJhopR3IXYhxLgJdmBFMorolhU9Ubt4MEWOEprg0iwiF28EtM7k5a2GiKpLHNDM1SrvdXq7IBchki9OJZsYhNAPXslWy9rvgF5fWDTWys3mEE6imaz/nR2OQu1W9je2334eO/xfmmrjpJjKkgBUpgvz2Iqi7Pja6akH/UYvb/kjaD863ef+ynnd6rRLlnF9pW0ygVEEZKUO2429ZNH8JSc3FwOr49PjvxGzSv7pap0xN1PW6/7yDWyKOKCyZCEolK54pfKGpJIwOr5ll5oZSRSXJtMSsxMpJTjKIcKxXK727L4CCRAnERe1AytEZLZy0tGKVtlYxAJYQ5GsQIgidvNSrspAcmajNOY2UaVYlGou1UWAdgMlq97M/NnlhXU1E4Q8nA0vxwEl4OwWGnu7B7u7h/s7HVr9VLRc2xSJsuEWu4034N8SEYb37mna+Dq8pIaIUwxeiUJ5riPgqCCpw8f1F2n+Zvf/OHkrD8ZV8bj1ng0qZQDcr3cPDY2ca66vArdUJ49wUSq19vZ6u0SpedR0qfj3SCKl4l12QsmFp5yHM8vVYWQUAUkUEUYQZhoRICOonh9Fi4yrHyZzgcGBE+no/Oz67OTWRC06/XKw8efPvrkoN2tVqqehGBoJNjZko6Bld8/yweIafSI5ERjDETQwACYGNwpAiYhQSqwBUPlIgAfJJwlWvtYwiuD5McpHONWAAJwACAAJoCCLmICjAIIhojSpz6KgfWjrY4flzgiqnBUFCANIXQUgTENMeVEG50n2KxthmBlFr8VyLNv6RTgsIma8p++C2xyJ8kr4WavKU7QT0Yany3RFIkiQhymlsTG/XJzsEVDR4ZjwS5RmP4xAbQnZnMBqYCwD/QTT1690TDNCK38l1eeDK7xJ8Vff7ySfHO8ckdgAOF1er9GLjgMo0iLORDHpyFoDoHktNE9svnOJU3/f0fbcNOY+hPIXRK/RwEs5ZuFns4mHE2iaPrT6qo/cITBjytJdAAJUXE9z/XGJOTzX4h6vTMczvxSGeAwiKKIZQ5P5XfPfqmbmz+SqE+CJEjG0D4sKH2zWD5DyDDyCQFA2m6NBDAJm11+CZhY7pjJAkfKSyAHMvsOqXWeJbGn3IXwTy1MiCII0CjUc1K1Tu9xuVDwt3Z7jd2GqJbSSlLIs0kE2PAH0n18pP/tyMceCbnGuVkCXCldz3OJJJEQYAG+uppUyl4YhPN5oJnzuac/SrFWuCyTi0REAsyIrOBoK2tWMljTdJgZhlFyGZjN7NymcAUhPrAXw09JZEFYVyh+PSemEMklffYus8f3IVprrRFEFLLjVzu93cr+wUGr1ShXfL/gLkENtvwoSv/d5CNuTAkQQyZu5gKQIKdU9hxnKoQ3m09LbwqVaqVQKEoh7z+TrZbzXinE86dSm7+XcnPKPGGgT+GQFEkPZgJLsBBMFNswiUfiZiBOMDTFUZ0VCb/Xe3pwUDl41O5tlSo1V4lFyMXcw4w/y0cRAhhyzs7UhPeWEo06qh3Xx3w+A4ui33BUIZxfk76RrM05EkOVki4P9jYYxT8BxFCo6SfIRG3KKlsMUMxRkzxsb5/cvbenewrLR+kpxZjzX+Tss7RyccPz9ptZFSa18IGE/YGWXyDSGgKCAg4G06A/miIsges+79VQKIMoDOYAbjkEY47p6+T3dxFaUT6NpBs5t1fPfQpgkaPbHefec9wCQGK7K4KyRc03aE3ViZiERwpMxmIwmEynwSSYuHC2i9DhxC06ypU6CAoKrmKOAhakbQ77JX615GvSfhcj9pYDL1vDB0RMWjAkGy+y5X3c9FNye/Lqk7duz+QG49sINpkXWBDFR7UoAswx4fiUKrA4+yKs7bK0eGSlxkAEHQIRYx4AEVwFzZjOwQzj9X0znp1PcaUBiXITrTLqMiozHGCkcKPABMEgvWA7M30gS8WdNE3uNyfl0byYKBjZ39aPzDvrhdLul2Vb+x5YGylb4SbTddTvZP2fOfMnESKGlogI8wkoxHwm3l8G1xGIQR0UuqiWoIJyNFNCuyRIc8g5W312WUzKBJBOyP5Tr3adTASbNbRFL2JeatPFerTa52LANJtCdnXg5TdW/loRtuvQ0u6X4xgy4jFnrhClRNTmlKoGa4ImSuhBTNE0USilmKvaTFQpjOR0WImG07O302sgBOs0usNPQ74/6GrdUP/TiAAKQFjwSw8O6+1WdHZ2FYTa8xyphOPYX708Nj8EnFlehu0lL4MdMWsgiZGUeW2pbmyDP1c49jHOBHmL41zYqdxe8sy6QHpRC5ydmkTu+nGvNk3r975vAWAIDeV4/vZuY1vUHNVo1cplX0JwXqqaFmVOVFmDEdwn65/lDrI6anI7MwAwQ4pCoQDWBCjfr82mmpm8gp8dld+npItOutMjLPegNTo40tNz9rKChLRBZJ8ETF+UABKusOQdM/7ubypklrP1s9b3Me8SkaOcSrW2s0etVqPb7biO9Fz1vU75P0kxrWNbi2k7MiBJlt2CrDXpqeO2ur0wlL5f80u+kHeKxpnN5S7r2h17S+6adS8hkorZ8GqnlhRRZuFbSn9VjTSHZiPX9Wr1KmuvXFaVSrPednw/VCLWAH8sEO+frzBrzSJkb8YFYIpyq/43/+6zv/1lu1shpSItpCwRnHB2ozBxwIi0YBAJJtYLKpA48qBpWbPfZACbeEchpsqOSYXirIHkFTCxTvzQLRWfE60+1pbWdIYFXJWMlnwWyPXG/Or4WrqSCxQsa3r212VJxJE/Log0s+LI40iNJ8d//Orz//Lro/dfBcDWvvx3/3738bOaFENBM2UsSDaETLaFFSeURFUDjC1HEiDNLGI3S8NDTgQWBCLJjAyNy11YMykHSVkjd9XDlwzOOyee/XPBJ5UBibBqOi7nk7JTkSahISMGw2XdHNyU/um/vvn1b1+fHYWM8GB3/lePa72tuiooQuCKyBWMKNAgFgl3PjMxBFisIS1ZTICU6RtsrghhBhJploCIaZvXVEEun1E2r7vUJ1MOp1UazHGJMSftLba5hSTAAjFR8pU2bcuClmhRuoxExCEhhA6jUIah7zgRaBLpSHtC1m4G9M//35eXL7R588Ez/M9/t/2sXawFMzfSVy5OnUgTS2bFrJiIIUBxfMH1JOgxK38WzUk4vBZBFxP9ktmCjq1phFZAKEoVyLiK9OJEfzJZWBjfSjtuaPTMV2ThsHWyCuLEbWrF4YyDaRDAEcVbRWkmZsLRTAEpdzppvHzB//c/nb2+BCC5uPvwF7u/+O/3ezv7WhfCUAIKAtmAG3nlZwhDUEBx6eLlYxE76BbcKtdiWVL2ae3zt+gn6btJgndl7938UNIzlsdlZDaBWDNrTaxZa1jLCBjQQEBSBLIVou5EkTu5Pv/in377D/8brgdxElE+Y92PU/6cvK6YhB1KVAPSVSUoRxIzxHQ2c13HLxUzhCOMFfz0Q2XR620dSVtjny3QipExlXM+Z2OR7P23dHK903mgpdFoXSRYhV7K/SNawB+QjiCQcJVbrtaEcopSVFyn6hckEMVMvRvy4pUrP8ufXNIWsTx/OXUBd12vXCG34EXMJgqBUkrdg9/gY4ptJ6yZCtYUbGVpjLnF1s3/KR2kdWYxTfwnaWKbGlBSlUp+u92s1MqVStkvFgQhORP9kWbXP2exDKLYiNLxX9AkXLcoqqpQLDWiEGClHCXudN78TycfpzUpjoazNFpo5UpGMuOEBADXKVSqwnGKgFMo+AUfwomVZqM1xpsbP27a0Z+yMENo7TLKwAyN7f2//OvP/sN/ePrZM+F5s7nWrIidYDp2hFYEMszfrBlktUhsfiTmkIGujHImUsOAl8GdxdtJc2sLXEqt78WG8oYoSmyidSWB1VehmDRCfO7bedBVOuOvAwFWoKuEtSJRyRILKIbjsiY/AKm0jjwdlPTMHw4+/4e/f//16bfvvyLAqUaf/rXzn/7Xfc8bEIYi0oqVIAFt3BuXhBL0agmosY1AUzAWyPH/slTEpbTZ/sWWnrnRTrJxvdUZx8yVGTAvreKVpXQz7mGXy/SU5eNKSzWSbWsDjEqG1FAajiah4Wndvb6uBSr43YuvAcyAsh/9j/8+/OVnBa0iV7mSWLGmSGlmFhIAESkhCBDMq8dCFkASpf9QWipm1gmtuLmRBkpcN+WtgpcWnpICLneCAiPLQwoAmMUKk/dSWbKjixdNwLEn/OqbtDpaABMBMBIiJNKCiMiJtIqimaYJq4DLETdPjnlwffb5m4vhHE4FTz/Ff/xfdv/2kV+fjxGEI5dOXKHJ4FYwPO1Lvler9QaABC2OshMECWIwmGkZPGKzGCX04/GllIti2dsl07J2311MPwY9Ruyttxgnd5D0SfvdvO+zCk95Tl7CTKXxR4k01AYWPc9M4Aa6AoVSFufz3V//Vr86/cfwi2sEJVQf7jz/H/7uP/5PT//qs5sgGM0DDSJBHIUJm2u+mD7Pi78SeJ2IOXbpvbUelup98wv287TgFjKFNCDmcsNZlXYPAzoHybTuLc0/MWU+xzT5zNpw1S9H5yRmhBAiEq1Il70gKE4ufvuf9W/+8f8ABoChifsp2SA/RejKnsQydb2I1xtTjilAMJN0RKVadmeO4zhKJhzm8btpP0n9jVbTv3OLpouKNb1ZhJeLkn7gpy8SyHbnxY9bypmZ9LNv3vGtH0SEBLMsehXPLRMpAU8IE0olwaDzjoMt7vyUhuRPVEwfscNOp9cXV8zBPGYhhQtXOg4JkvgQn6MPLmGugZH+X+R2lA0670oWwGpnTG9vwpa/YxWszlrf06glIqlISKchayRICJEN8vXzwLtVVnVjSmwzZhCzI6Uji0bNJMIqw/8dc8nt/z+sZILvWEdD7vyBJEhKv1T0i9DMEJEQZMKTJyBIMhh+xq3+VGJ0dsPQ54LcYq3p1LtU3VI+BTNIYwfOS2BEAHEckxJAxBDW/J8LOy1nltiTxqDSDEpOacUUbElApVUxS9RS5LulHLEeWMkpT/Lo7bPt3XqfOVK3/GySqw0lpDazNpHiIwiniHIjdD0GpsA0glc+7e7uCXmuowFF7KIoUjPPjvOYli//QMDCEs0cYFxCPxjZ51dKf6+KuGWmuvs8tqTz3jq96GzXW/0WztaMqUNpeNkBBeIIrtY+q3KpSjrZZZCETm2w3ThiFbieJCbJEBqRZm2WUSllSmaZO1ktXdNpMVZAiLRlNG9WO/JrYnHuKQZcbhUz2Qrji7PW/y5vlGSOfZhhnNBbmapg2zRDTrsTgYQmCgkAnIgp1AHzSIsAHLI/C4qluuf6wByug3IJ7fa43g4QjaC55Kp9R2mCYo6XjZSla92nb+rCee8uIdd3X4FzVE+TOMXKKlP27ndJOb2RV75bsxAxvG7ZXslr8eeHwLwQtLrbZa/E0AACsKdLe7LzmWqWoaFn0Mb7OtrkIgsLFTId3DgwmFM19qnG+8kCTMwY8fb3pL95GZzKfvd3ELKG71KPp5Xk4ydXNhxs0uA4JiWxBgkBl+HOHX/ScspVjvEQExvxY5T++5KfInRly+o6lDQlg0gCyrhjuq7ruu6K7n6ri/M91WhYSNdCAVkXAmxzshvvZiL7bHoypzi3Zbk0Tn4k+j5BSFWSZmByOj+aFS7vcSzu/GyzfF+yOrVa6w8BC39EofJCpP1wcgvWoz+I4/xukqsifxf5Abo7Ea0c+fx51N1TYphFJF5XxsCPw50T/el64EeTOzqcZ1EkWrm43HNWp5XMDSHNqxIRoJEEmf3o4+pnWScElqxFONcIocP5ZCKEGzKFAWYhJMExloBcNMrCsdBKZwlIys/LpkkggKATjSDVvtMA8qs790sTfWyoruS+XAILGcj0KE7v38Y+wxv6cZJEDADk8WylJbT1V4ameG0KBGbkDCNMk2/QDMJNNH9HTh+YEKlIR9qwKOjlcREflFsUjxMGazLAI8fn6CU45WlMw4plk1kHh2x0o1gRXl+hS9WwWVa3o9JC5pnvaXC0ZRzIztr8NDGBbOhKQQtN84gpjJwgLAVRpJPq8QQQwuFrgpYRtBYCDmkSzGTcdbThueD0f2kZV72fjOJrjnMmRYzdcCzUx6LVzMiiIzPH4SbZSooJSciNu9azqVORliWn6ozrY17fSAnlibVePgtpfXHO66aGNJFOAWsWkokxd8CaIw1/HvBwHk4Na3uIAuDgCiyACUiAlQoFwzh8ksHrPtSGT2os+90W1rFUcOuR29O2H0oIVZcdtv5/9t6zS24ryxbc514A4TIivWXSO5GUK6lsd79+71XPm1lr5p/OfJj1ZmaNe909VdVdVWo5UiIpeiYzmd6HjwBwz5kPMAFERDqKVEld2EtKRgSAi+twgbOxzzlvertLUWNnZzEokComxijVVgEY5EPlDbca7VgT5MNt1NnbMWZU0PTQkSCoSDQCp2wNp/4qGljJh2FwjHs04DDqahB9CtXgl+Sa8sbPHmHdhppTwQ6Rr1HwIYzLRqkde/c4jusLnyEAEVzpKItyuUK4k1IRe/XT0Kf/dKmrYasYxRlmdRS5jPpMztCn+uSB+R4TL8V3Jb/0uNq3d/bj9qSBv6csJa7lDzl/+5jm5GcCQLr3FELpY3DcMtf3uJlcsH7gBv4VYLBH45nPQczQvzTiZ9b4YjzVZH9nFX+79nU2o/8dgEL2SlRkxLzFB4k3nP9vC4NPRSe2bXCxH74ZSKQ2711X2fXw7kEEaPia2wwD06Fu2xGjDcSHZjgKTiJ8YO9ePTA2QXZ7HLEVcpIs9nRWFwEqMHL7CJLAbg3VLANZMYag90RHJ1JXpwNRmHRu6LwNW0fhWYOA0L7AFlgEEHyGF3EllsDyoTpdS4hUXqkCS44kyK7d/yxKwmGqxrAZwdcg4owiaMASaIFFEpCHDBgQ93K09YiJvkfO6HeJLs3ALKNkHw42NG0F9m06FZIrG6Xqc/J6KgP/JTcFxajIPpaQ1IMSCKQrbIQ93webHJkC0A4WJvZBXLZElFHCCnCEFUGIWAAW8RMn4r73AMOrLImmUPB/eh4OEa/EQZcoZWsHe0cP2OEeQ2mXIYjEf33P7/13mT43JgDBih2ZbHHYrGjIUgzEkfcpIeGoIQYWk1LUcNAVAZPyfd12rYC6IoMcww5DqdtADoaIVTp6kZw+7WBUscDyjLq2N3UlnSYibhSdNJPTLQ06juN3v8M44jgR1Rs8LvRXJLEunuYRdQgpGf1CDEVgH6oDZZEqtJsgdkAAPODQlZ0Wdltm1OcgJzcs6QWQO231Y3+POGxdImJ6XLOkF+Fgg06M6d73KNK/90Bt3/jZ41TtjqOBmfCRMb5jxctSatUTsMAQREMrn6ThKOPEWaeCG2LPce3Hzl79dKmr4Yi7m2jIkxLwYx+PHxiE4Telv1QfDT53pqqXfLU69OC+lfxsLw4yvGvE8cl/JNfgGSrzzmr8I+mKDD829MJl9Flwb++p4u1fjH+x22u8+PcEudml9YOBSEQJK3gAYLoO2IZYgQkhYrPYCiQioinyiBpEMtSGiKQJhoDtkCiKttDAdYGIikqPfPJzcpbEb7UT786DWLcUO+0ls8fGRriCqMhCCqLCK0BFpXwvsvSUV49I9ChEMAIlrAUaKnC+jc0zBViALZYteQhBCkrywlFw6YjoiPoxVlHF//WoK0ATNCGM/Q0hgBO8FQN9QfAJonpGZJ/dF/yeoq76Hvp6YZ6T/yb2Pz0G2KsjdWHps/RIh/QZk8ZvHJdMFKAgQjAi0CRMROQoFEgKQJsAmMCvp0LMIE2sQA5gBSxhkHEv6TA7UMXwTKlaRKqoMEA490ep7bF3yRYcHR0pUXrQV8f0dsp+JzCF1FV4h+qpwZJNSMVYo1TtiCQQoCExZ4ZEAhk6dqKjNjFZAih4JJ4FbcEickD5QKWigmhWUBAbpIFCuKgEJQfVO7XWbKBDYloTiZkjib4KGhWpzI4jyIY5A1KCje2FZYi3qjdXXQ1pSLItJyJxfVE8fygsRwTwAQY5RHkFUmJHTW+BGqwapNgio6AUSIliZjre0XXw/AO17dMqSl/isSFIahiHUHFDJ0VvGHoL2pDKnA1nXOHCZSiOvBb/nmwxgRmWgiGfpKvJJ/aJ4zP9xGzlf2/UVYTjp8zgon3yW4W3ge/1WPPWcZTh8iOqIoDoUlTxl9PhmNb92Br4V4CjbIm/FM42C34MNc7w14ThM+7t3aX+Yqvgu+K2qP/WkF2zPzAi2giIMo6xSBxPPWRakhzR0EISG5JhnikyoSPTTdLkh0TmZmpiJ2mpyBDsFRnvKqkfg/DSyfrFjxKSkGYEVpGKqasjjN1TPq/Eley5DpyAqIqswAKNnqHX/2grJBK5tXFkDUdNlHBoEFF18dgIoGOHwbh2iUYRREdbU8mIAESBePpamdC6YVBU1XcBB/wKA4EzC5NSfQecAUm+6YTVL65ecood7T4Um4kB/RFSg2FAfRbuC2gvICOkwlTEAmIRAzFEJIHHTjSQkekv8axO1zsI7i0AwEJEYA52J6KgpJTwpBfgOb4uYo6LTUMAACAASURBVIr2iN4YzvFRj3xMX2sEHZUZCOxJhoiskhxD73OcZpQFiihV8LDuPgKB36URIoYEnvYc8NGRKksC/+JwFQGEQTq8IlQ0+d/Miu8RXjEt1cdb9fVA/JWi6yLxW4pSkDBMbFDVYx6n30KGuO9D28VtQe9pJchhEAUsC7yhSKACF0NhJdDQGgoiMBK0VUGJOUM1SEVzPvga1IBSX0+zavS5TPe1sP+kGFAtnnTI6XGmNS6IQMjcT1324tgrgEN2OVJoBSk0e6tNdMhPg8P690pdHY8fP13zowa9M6pvaMly/OZ4p2wMf9TIhidDhrMhXvCSy9tfrXD4hPvOu7stZTgJgig9HwAoFkgQgF9IWESBuffK+9hn/SPGr9+1SfVvThNVwY9C6QLTJx5mtcclJA3O3l4D7GgyqPkR9T4jTm84JMzbBCknPe8kAYzACLFA9dQ8QCLxfHSkJJoTV1vSnZS0w+N9whHv2d69XITJ3pWwbUNjLw+5bBUkMKKisFpQwsk0Dn09cTzi1iVrdeRjZrRVAI4IymNLltAUhARhxxQLCUcJKCiM6iYEEbBIQMqxMIWqvYhbQRCcygSMD6V6PGA1eyntQBJ4tipSImE883BkBwKZ9RoUD/hxfda3ebD5gXKyj+NIaj6EwxRsfQZmav/EvAoN5iBVGodf38SEpkSEeyYyHHQ7Szjnw4tCYqoRCJVlhOOTlZ/m5NGHQa4qnnKJ2Oq92Zge6qEl/6Syv0WImhMNbpAEj01CXEhKk6bgUmBF4TUQzOGztJeDBFC9pS+98Z3gaNL3LeD0s5+IgtTtEi0TiW1RaQJCmMxEBCRKhAA1GBEs6MMf/0PmXxt19U4n218FTk9gv62S6cgvp/g9Q4YMGX6CoIG/f804VT9k3fSXQp8qhZSASBEAUkSBiwy/iS0aQCJDhk5L7UTv/+Nnd5AEefWSwq40QZWwHY9Vo/RV7djdUgb6EccnCIq4uqeeyrEmZxjtRwQoFVkickRF+gipwWIkvedxrxeTe4aRwlPMlxq+f8o3KiAUeFhNhnbL8ABo6ToPZaz6uIa+H+NJcdRMEEAiBiQI2a4gJiKzApe5/pbGBTGJVkFwJAFSmkBFamiWNAoKjbqfogRQvTApPd0JEPNc/Yqx5Hw8am5KWNwx8zB0zU4e20drDo6LHLF/onJEyRadCUn6J2wAhbpPRZQ+sZIw8Um4rLyFm4fEReHIOSNqYIL11f2Y9e2Hub19n7McY54RkQILi5BKMNDK0kqr4KfoLhJslmMFTX1QBIq0e32TJyZsASTViBSPVVxLNXDgsei96KCeD/Rpxu/kkuNpfOJosFA0t49KTNortrdVSCAy5JYc6R9/7Phro64yZMiQIUOGDBkyvEX0bI3gkV44Dk75Fowu6UUh/p7lDLwMi9ijxC6nL+y0OIr8SH88Q0clTeRjabbkFkkwen2E1FFn788AOfBjknXq/RaaXoKE15okDkzXqo9iCfRWNKzcITieZDy+dUPRR28dTV3JmUctJvXCLwmXur7JFBNHMakV28mJf1NMifQdeTKOsbUjWxzHcJVDqZbwku9jxU5HA3/fCzxxfEhNHMUG9QjAJH93PPdwwjmT8+SoVJvJ06l0/0qolxucsD80k/AuOLKIQeyfSJpEhQ5viJWJ4RGnr0cw4USGkZ7J20aanOo7wZm7ORLDBRfnic6Dp78WJLrgTya5FImE3Oup+V4aFintJ4aMusqQIUOGDBkyZMjwZjjeSMQ7lgwMCmpiw7vvRXrw0J7QXqV4q2NUD4N2R5RyfIAK6jus94b/3fTB8e/5h+Q97NcWyElfBy3pY62wXoiZQYlN3B/xsdE+JMOs/VSOuQH7jBLFHoNB3mVoW4458Kh93oTqOCUGg3T31SRFmZy2Fn3XReqwdGDsxKAPZWCiM/f9TDHJFjniyalr+AY5OuNmnEjWRYxf/I9ECQETR745bxV9TiUlOIq9kmH9H+ycSFDw0+UVhiEkeeLEAmHHaIEmpQI2JUz8iDdcKvscA3tzI12Nvg9H4TQEU7zTaWZgH8f5VoZXEAeek2Ndm5PHvNN78Q+EjLrKkCFDhgwZMmTI8Mboqa4Cezfyv3i31FXMfAz8fOyj/NlMhzji8nANzhGh1VOcy6CIIH2I6olO3mpX0VBLJTxRn+XcV6/j1UwY1hshhRcVHNtUg7tR8pDonHGc+Ngi7O0ZsYMDRdGZQtkcRcwlKnO2kt65HRizR4OqjpAgCaNMCUKzNBQ7HlGzKD9lxFXFyi+RZFq3U8oyKPlPFP49KCdihSk5ZoOV6p1CD8kneCoIwASEnlsUpX4UBEKfBCXXT1OdsA68Ab9BCa/Yo66go9sVpk5NLwQU8+vvbrK9M2a9Vz5Ygqj5lKBPNEENBP1/W7RO+LevtKGUFobt85aQopsH/WyPwXFXy8BvJxLtg4X8dEmsjLrKkCFDhgwZMmTI8FagAIocBuP37McdEEoOJPVLEMkjbYNLnyUgpyOhKG0AMoJsgscckTxRpNHA0HMNIRQiA7RniKZFLH0xrkO+ITD3326kkVPUN7UlwbBR4u9QlkdFTk9JXi8hAuj9Hh80dCiHE4InTZqIejgVUvuFApDepoF6IjVgqZ9SvRd3kUpIZt4yBoYrZXonuT3ubU21MH0skQpCAikgULGpJHv1hrVLznVAhFXEXiWuskGXpuPn+qn4lNMIXvjInKbHF3w0esvOIN3WdwWdHpQY3NNW5G1ggCx7K+h1Q+hTp0gxKUBUHJ9JFEkvEB8dpTU8LY6YvQkOMLkYHcnuDi1jYO9klw1ElEvu1QvLH+1zwnmDDjkN6xmvkRTT2ye26XjPxp8IMuoqQ4YMGTJkyJAhw5ujTyRAKk43R8O4gd5Rsb0cZuwLhDiDD9gScAQsaXHCkIDRYXrB5LGJ0x1R+5Oe54+wqgRH0E3xqWIbJ8yx9y5wTOWHa3VOLiDJKEkkPUOiOTqmHBP7H1+VpOU49FxHDU7yXwNwQmzVF/r6qFNHGQbJRG1JyhTSpnuStOz9PHSKHMG7nRanY157OyMxCuGBclKvp1gEUoKe32WQyy/99fsjwUVESNKFkh6vgb4LbfATzxF1xMl1Vme77E7B4/R4q0Hqqu/DmTCMHqGBaXkCTqOqkfTnNx73I04xoOgkAIFnYKp6REEmjzSv86a1GT5wAVcTDxWdkhM9CYN0+DFQUT4NBgzFxwwpKdhyyuoRjiRuj1kKfwA29F0jo64yZMiQIUOGDBkyvDkoCqQuAAuf8vk4+TY7FUWXQCDTbxKQgEASGSMyTMoRvAOnQCilACUDm4lIAnZLJMFzDa1xrEUaagwIRS/VewKUnj4nzblEpF5kbSROR4m/Z0PM4g1WvhfRS/gUyRn7bKCh1pgkNlEYX5miKgwZimG8RK/gPjtfEq0hpLcBCqQAH2QAPySwQIANsRMHDpsRIempAQUBESeYstjcHWJA9ip8lCIGEc9KQ0fgeBxV5olI8FYDle3NwyhjW/BblGtvsKhEhYbkF6Ohe/bvEx9Hiaocc6a4ioNF9UqJe/Ud8b2D9RkaLum4A6K/Aa89NNllPNNOWXjfzARYwiDk4VLUR/ImGdWBPk5eC9I3WfrYq2GHn4zEeFGfg/ZAaSwUMjhJTlMQ3wVSDTlN56dIoH62LF2/gWodpZT6Pkx0f/2CNTFonSUggQle5CSXC0l2SGoZCf1/E5T6sPW0d5PpLWdHkF8/ecoqQkZdZciQIUOGDBkyZDgz+jMbRcm1iE6bI2ow1gmiF9RhBiUkH7pVxFkgbbYlIKrP4k4xBAk+SVJG1FFGN8lxyocTIrBT2r5K/B7/eAqVxxE4irR6o5KOKTtmEKzo86CVnjbO+7i+uOt7xn6f+iGgEZl6B/epEoLyOaH/oshpUaeaIEiLPoKvHCcyAwBRYXwxYpAMcBbpaqfJ04F9JPz7BmHGj5aYBLNq2LakfdpX0WHVS5nig/zliRYuJ/Y5imgL+N9oay9Ue1/h8ZyISiAaGKrg2OSsG3rGeGdKT6HhiB0GTz1CdBYKI16LCHTkgJ5U2rCRYUnXJAh7P8DGkESd2Lep7ypIjmPUsf181hvgmHYlr59g9Cn1IoF6BNIxHXc8JJ40cRC3kwsauuSmRKH9ZVCYGXQoQXZkrYLrIcicGK44YenHzloBBUkEjl96EpsSvNXRO52mpJ8GMuoqQ4YMGTJkyJAhw5kRyy0kDKIhAcdgRNTxRyYxVKNBYGEWUaTTRkO4d9pgiz8TRWGzQpsv+iyUfNU+xDSNzURhDmJY937rGTvS+/24yCJJ62i4WdGzR88O6hlsb3D00XVJQRKEFAEWRKfb0ieWOJbBO5IBib4Kg1hIk1BEUQUIPBMNKCatNGBF9JNOUFcSUydRLYUgIoxQ7uBTrzkKEGEJXAhpqGSmn9gcnDMSxY55+9bg0ezVkecS9BiKYcRW374xp5AskFPj2/PcjQVblJ7bjLAX4oBfPsiAdOSkmRxwQsrBMTDnexdo6M4Z6lCOJ484olBVokpDQICiYUvFkTg9aTV41OB1lJw5MV3bR8n1za4o3H3g6hiuWXISlYkemSsqEicO7BtEsQ8PGqRHhjb/zTjZwWPDG8JQzvUs6KPb4gmlEvrHE2mloSRvb1z63NCTlGqyIJUmoYYSgQKYKMBidCZKkGwixJS4W0o4XZP3jnBQhqvo3h7eksvwO0dGXWXIkCFDhgwZMmQ4MyLV1YCj0YBv0lGQYfIsJhiCEImAhVXSoEo85adEHOHW0EDrbaDwRxlw2okP6dnKEjUqTIZFKSMsbQEfqxQ4rZU80ICz4S2ZGkPFBJLwy1PRXwMy/Zb22erHCSsvYZ5FzFSkcTMJS5JAHuADCrAgFmABOpo6HDFWcclC8bCTEAkRsXRD6kQACqmxkKAUk6jP0IE7qo3Sq+/3Q8xqxF8RTtvkLvGET/2etpOP4x2SgdiJhrAt4cRPFSJCIOGBEP6QBA8VSVIYZCigCElDFIEQO4pBRawJAxxdY8G8YoIR+IAJgsdDrJgvO6L3BznTE8LMn+JiOYqBGtwN6YEITq3SJSA9ryh9bLJeQddJr8xQtppiTxP/pmmvHs0ZH8IgL7EORqcmMkQ6eL8QOCHGy+Xwdp00t4eyQKkykxjuVJyabSecb2ipfUceX+cjua2hysnjy+IomWW87gwWweh5iWuBlojQlSgXpkBieWP/+XrrZC98ZFzuQFW/5+1gmMvwjxEZdZUhQ4YMGTJkyJDhTSAIYinFD9lDY74ccWz0uB1bt0IwJD6RCb0FRVMgQmAAJP2F04AkISCcggf70J2Lwr89gy+hV4oZq16ZRKDAjSzkC9K2zhCC41hjd6ix2rfpLdAfb4Sk5ZW0rhMDE1ZWoBhwQQEHpCE6jq1/Qv0l9jvjMMh6z8xWCaM9cWrikL0SX0CkfIgLsUFRePhQ8mZAXs/4T7ZFKHS7UeEgsggRSxjrShGCvI4MRZBAgaJ6MyP4RcUNjDphSAce8eXUSKos4tNQ72NceNiHFNVSAEBRkNMzyfSdYMMSABGJ4mNL//5BdDCCgAUMYQIHgygIYpwRhV65gbeaKDISBqH2CT6BAJ9gUThPKNLDaABEQbQyEAyRDSgKqCvyGQwoCaKSBYMY1Dbuj5CjTBJMb8vYPmka9yPJNxlAQDq6LnSaqDpFUeQDftQWBWgiHTohCvfYQgCQKJdFesIHqyd8EEAu4IZFUcTlkoJSQgAxDEcTPr7w4yu0j7pS6d4e6LOj+oZO7gFKRXo6Yp9wvobsXGoZJSTuOwj2CPZRSbnaqRCGhOux0WnnzH7X1qgysfQ2Yn+H7BkytQABVnhnAZEIc0TcCgNQPVfCoXcLCFQ0I4bUHhGB+abod///sSKjrjJkyJAhQ4YMGTKcGdFLWuGALAoffd/kCTq0EEhAxpDyoBggNoHTlxZRREor4aG+EoIoyo5E7BUBomBMGDQm+DHI8xd+iAyFoEClIQyWMPNalNY9IDmGnTRiORJMT5A0KzJO0DNoREQgIIrSbEno1UgKpEIXx7PjHZgaSTs2NnoJYiAedFvQJNEQB5QLvQiTuRP7LNy4f8VAIZJxMUJlDYXGPxHCVJSSiGlloCTsZfGjxIIGykAA8QBAM5QP9iMJiUSsFkW0KMOEfoVaa1CHpRvk2RMj8EAMWA6UEzEAkfthMEzC6fjTR1NXb1usIOGfpN0aBukW5qCnhAgioUOcpA89qp6JHUT8kByigAeJ/P6IIEqEhHSUFc0FfAlUI5FohMAUXWeATzCAryjICWDCaSSKREAQYhYwlECT+ESsSIg0QYlogkEoeyEoRbBAWnwiKJKAYaTwghQDABS7ugn1IpmfTIIcu+VogqYfwboQEaZiQodW8aEcUKCIUbGLXEw5HVeUGMANGD2IBcpBVDSlJcgDKRE/KxLpeChcWkLSQRjsQwmUHxJ8whCK5G7sifEhxEYHVwoTlAapcG4pinytJVG7aCUMFzsF4eh6Vz2P0sHOHcJe9fdAUH1Kfk3vR0CKzkm+fogc7oIMktE8SBYmfRqiMD9Hon7xFgGJ6l1vQd2DUyuEEicRSWarZIKfED+lLjARxJ6qDFKhV7OKAuv5wopEKxALDAeuzyxE4foDImIIC4gUImaaU/eU/p78nivQT4W3QkZdZciQIUOGDBkyZHgDxM+7RErAQMxgnSHUVYCAeAIZUkxQgeBAkVbCWqBYNAEQJoqZpfBUgTorGSs7epCPX3cjMqNU9JY/EByEwXcj64wFimDZJELGCCgIiRRyCBSVLIjMvV4/AJFSR0xoulAYrQYAlFICiLAR1jr4KERaJHjhTic4O71b0LCvFMUyV5HAxAd1QS7EgmiwD9IggdI9y3YoAlkTDLQAAuZoesTcUMz+SUhvKQWlwT4gpJWIRaJBGsKQDrSOwqsLmFMef5KIshSMEzmgHLGGD1g+KRHyKbBylQITWEFbkVqDoBEa5BxMkSR79QNZdzEJG581sKUloECJIm0HgYiFSamYaU2CQke+IIx63MMSnYEViQgbZq10RP7qYDaqICcjhMhADEAMxcqmcD74REKiwDrgbhSxUgJmiqe/qNC9VwyRKIKIBixFUGSIANIB80OkQdqIiLKEiUgBirRFHIS51pHzYKhyCvg6CbUvTICkxEEp8DEzs3cRn1abE800BnO03gRtDPRNBgC0SgQNkzSxkPwaLSthJCQdasrioaSIrQQgQgoACxsEEqpwByGKYikpgTYQD4YBAmkoOySYQKwgZKCMQEUqPRXN7WiGU+qfaL1jkOpd5kpFbDWFzPIx2qs0FT6Q/K6nhY0D3Se7KVbjhj+G7FVI4JBAUUB5QwClom4NLl8iIgJz1JHJgU6RY0AU4j3hOR7eL4KLIdwazEEBQo94DRAJC+LEJPH9MH41olVYJSWwBIrgE+Kx1ERawQ/WxLApITesSKmw+uHtLbjK4xmU6pkjRuDfJTLqKkOGDBkyZMiQIcOZEb/W7oXRObviKogGohQIrMFKxIIIoDQUKcWwRDSRYjFsDBtAA0oiZQxBQYSivOOhUABhtFsV/h/G9A4e9w3gCcCiiWIbIBBP2DYKNpjRMQCEFBkDNqzD1/hMpJSiwKIICgxcQgKeR4yIiAgLoIhU9BY9jOujFSCGfBEDFTIQUbTe7zMOR+FEgzw2kSMuKbS5465CaCopAiwRJ4quHVtRkaWYOq1EnEBQAicCGitQEKlKQVhEiCM5CTGFgbQ49FQjG6TBBLKggnFzIV1wF6FazQJrkAUtYAEUxIZY0UkDKqoIXUQHxhgSD0qRsgga5EDZsG2IBSYIR0HDDUjCEU1JKY7t0e8ve0iXJr2TBQIrZggLCVkgC1BsWBE0DGCEI/s5ZZknCAghAEpRJKQRESNifA4iUZEipZTlQxkhgWglgCjSECUiLCKAR5boPGmBuBoM6YIdZVnCWiAMEQmmETFshs3kgDTBKLgKrgrDVYMCiVbgAcyWMdpTtlHaF08kZJu1gkUEEiImSUTOCyNskfTaKdEUHD42SaXMkd19Kr1VzH1Eka0kShQQsKWBm54SsInircX/Jakr6Z2OOJppRRABXug2qDSAUDMVUDqhn5gAWphI2SDdo97ZgDyQCUSIwhahBFWEFMDExocGNCvyQT6F5GwkgQzIKQlYS6tHJQEgA5iQwI15qB6xemSfD+9eSY9EOCuTkft7PTVYrqQ/B2uWZuiIUAqYIyMwkbwTAhWTnv3jmGAHI8ZKS+h8q8L6Buu2sDCISCkWEWGwkCiLAlEiGcMEWDr0ZQ2meJL+B8MiWAQLIEGHwDYEEE8xswMtikwvh6FAKaIwXKSKpwzAvjANJvX96+KtkFFXGTJkyJAhQ4YMGd4MAVUTf8OpbMUemAKXJFEkFrEWcUCKRbpdUUI2gVmMQEgprbSCEiNsguxwogLZQfhCPIjqToETCimlwnfWogBSEgTRgQBGA8qAQNCBY49EUZjQheuByBD7EjitkdJCgeYreN9PEtpLxFAwPsEoYiYBKU1aiENvHhIWIiIF3xOl4eTICLU6roBzdh6kYtvz3YHCAL9Dc7FJ1D+6p3iCAQhig3xQoDmy2IXnK9IO0wiJaynWWgdaKg59dmLNRE860DsLSRDGDHAgjuHAzNQiDPKVNiJdIiNkAEPKFl91OwJyQI5hIuXkCnlF3W53T0FsS8CGlA1rTIzjGQ++RwAxyFhaOTA+xKCUh1LcYYYS2MxswdVSgq+gCjCWMbYulkHwm1WLPOThK0+ENUHF8oaAIOgTzfxACM8kxAKG1syW61uFkUnXQ7NVL+UtrX32mlqDwokvScUOep9SF6YQs7DxmRkKlqNzJJYYBVICVooJnkCILN8o31dKjzDlu0KuUbZmS/tsPPJbCmxZDrQlrDXZEI/hksCTooeyqyxDTGhrcfPk5clToWrKN+KDiUgbhgfVQb4jFour4cJ0xXQLOYscMr5HSmyQNggJCuLgGpdULyUm3rsdnoiRUASxIbZwDpKH5IUJ1IKqw28p5YEC1z8VklAxKxGp+wCK0gVoIA9TEHYAI+R20DaqaytjGWMJAToQIbLPPosi23hK4BDZBATLJ4uQgmUH6k2L1BjMGPwyJG+YmH0mV7TL8IR8nwItqUvokuoSPEVw7BwoB7Ygig0RlBgj6BA6FEpXOVJpxVxTwK/Syb0eKLwQr0KJnxPd2uvl9CoV9lpvOocF2YAS5DQANJu+iHEsbUSYtE9KNBKUpxp2tqgogVbQAlugGTDie66BrxxNluZAoklkEIR6Y4jAGCUiQgrKgQ7XTgWj4IXCLCElgBFjLBIyRoEs44ixXUbLgeVACYxRhoR0wCaykAhEhBW0MaQZWsIeN8whQad0IIB7u/hJBGgPkFFXGTJkyJAhQ4YMGd46jleqhDAkvmJLMcDKeDloy/WqG7v12qExnjAB2oguj05MzE3pgo6j87KIEkUC0iFfwqQJnoJvk6/Z1KuN3Z2DVr1jwRYjYkyhVCpPjDkTo2qkaGuQB0tEiw/f9brdTqvbrLUO9/c9t5svFHL5guXkS+VKqVJRjk22FsUksBTY5Wa1Xt3ZatWrxnaqxrRZJmZmRkdHC/l8seCErjGBeyOgFdkWFEu3W3Orjeph0xgUipVcvmQ5+Vzesi2Kg2SdEsNcxFJbe+/rjy0m0o9I6LYYaKYUhV5CKEgnt7Nt9vak7cL1XRE3l2tNTzqTU/l8jrWtoR34sTMRJ2xaAwAWYGBc23jF/V0+2PMUIOJ2fSNajYzpyoQqV7Rj+wKXmLWU4JX9tt1o6HrDa7S6TExWW1B3HHesoiplnbdVbqQMKe/u+4eHvuc5bscnJghr6pDvkzAs0yV4EDvXKRbt0ZI9WSlqnYfvtA7loCZtz6623Wa36VAzbzdL06o86xSKytEoaBuGYAzUgKbs3SJlYBMpESNQllPwDFVr0uoUultcrXZb7a6T61RGqZA3o0UZLSpFwj6Hdq3QwHUnEFEqCKNDgLJyBePpZsM7aHm+8UAqX8yVyzlFru93lWJFjojVbKHWklqbGq548KDqlq6OltrjoyjkfeW38rrsqIIFC0LNdntnr9boKF/laixteGR3SwX3/KQzW7J0t6uM72gHkuv4qtW1Wp692+Dddpdzea1gOnXiarloFmaVziu2XBKxRIQ1SSBAYaY4xFyvo5KuZ3041mEw2e2nkSiaQBIlbHme7XXyzYbVbKLV8DodsexuvtApj5qpScfOsWFPK5s40P1I+j+WUBdKoKLvjqyvetUDTylLtG4rNk6rXPIWJuzxooZxwQooEufI5Nsda3Oj3mp3tKV8T7rdjmV3KhUuV7hcQaGYVzoPnuq0Kzvb7v7uIRulLe36LV86WiuGeCIqbzl5aMvL5TqVEZTLZVblVl32tjutpstG+Z7PpmtZ/mhZTU7lx0cdOAz2gDg5JIDT+4WHlN/QkQiUpwkZXX+nIz26wcy2hB0SMp7y0Wn4a0urXrtp2/C15Vo5qzw5OjNdHk14fKdqHI6IUqQUwAbGiOfX9/bbu/t+y/U8U/dcKeRHZiZHpsZHyiM529IWPPYJbBH8Zqt5UGvu1/0OK6U7vt9lLo6NVWam8pWy48D3SZGxlLGVZ/lu+/CwVm2YJrptOhBV1Vrl89OzM9OjJWgyEsSc0wIfEBJDYjRI+cZrtJuNdqPV1rYzPjWVL5V4WP+cHkfKRoO3Pz+FiFcZdZUhQ4YMGTJkyJDhreNUIogwB5MYgae4K64nDX5195uv//inTq3a6piWr1Rl6uYnv/jgFx9dvHFBFxSIxXAvSBJDdOh4CBYlHZsbOe4e1g4e/NvXT759VN877LSblq1Gxkdvfvzx7d/8dvrSe2KhoOCQl6MOc820DpYePPrTH798/N2LvFPK2cVCvnTp8pVPf/mry3duqaLjajHkKxKtLG41V589/Px3v3/84IGfK3ScHP71HgAAIABJREFUQldbi9euffTpz+7cuePknIAesFTwFl05DgiA1zTVTTnovvrq2YPvXswsXrjx0fsLV88XRkaBMKTMmdgrRSRhEJyBXhUEYYBC9Cuu4thdAXUV7SSRMsIwLIAsSLnbGbn79fIf/mVpe7e9s298xuw8Pv05/vZvx69eHnNM09J5rYrQVhR2KvaBDMJXE2Bra6p2mP/681d//sPj+r60W6h1QSV8+vf41X+6fqNStkzdITcPm7t5aU379crTbzf+5U8PX2/UWi66Brk83ruJTz+ZuXN7Njdlc5fqzebLF/sPHxzcv7e/tgatQIBWKFhwNGodtBhWEaOTuH0LH92eu3P50nR5Bmb08bcv/9s/f/tyrb59iLaP0RIunMN7v8AHf7u4sDhaKdqalRPEaTJe6IkE4N3bdYELVTA2ikAkDKVguV3t+vmNjdb9B6svnu4dHqDRRQeozOL9n+HTW2PvLeaLOUuREp9JNCXcNXvqLWEW1gSIElaQApl8s9l68GRpedOtjOPG1dlFxaW8b2lRMAoMRqervnt6+KevXtUbxvPAgnwBdz7AL39dGdUqZ3u2cZUU2HOMKWxuqs+/2XjybP2g/qJtqY7DbOPSVfyP/3BV5c2okgK12ddKSkSjO1X/y0fbnz/a3diFZ2BrFByMjeDDOyiUHZVrO5ZxdOAa6QgsCHFiTsc6yONXmQERaDDDzanHJL5yGOSBGFSE5NkvvVo6/PrLVw8e7O9so9mCk8P5C/jb/zD+i19fLClWtgDGCi9O7kkRiSB+8EnY8b38+qr/v//Xe9/eqwuDNEwRlXn8x/88kXOoYHfy1IEU4ObZLbjd0Vevap9/sXr37p5nYBgHNYxW8Ktf4mefTF6+Mm5bjtaF6r65d/fp3a+XHj1stlqwLRhG14Vjw7bRIVAJ0/O2U/RuXtOffHQRqtzsjG6tdT/71+UvP1s73IciaI2cgzu38PHHc+9/ODkzm7McFTrh+lGk9l72wzNAYm+6RP7CUxQTXReABVhiNHfFbXSb7Udfvfin/+uP9cN9j9stZpRGb//i7/7uf/ifRgoOnGQwrlAvFqSFMGwsDcsS8V3jNt169eHnf/78v/3+cKvm+XZbOXpi8vovPvnlb//+Yn7csSAeQ1zNnmJDncbGs6df//6L109XjUYLfkPM5Tu3/+a3v33vgw/J0RCI8QjtHHztdbZWlr/4/Wevni4fVtubrY4/Urnywft3Pvl05NNP7UqRrNDhVikSYQVW4pPnUqdb29r8/ItvX65un7909eOf/2LxUoms0P1caZi+WfyDakL/YsioqwwZMmTIkCFDhgxnBvNbCS9ORFqRb4OV3+RmbeP51sbTJ9/96c+N7R0RG7UuZhZhVyqT0zOLi2NlBSjDBIIKwsVQ+J8AWowt3bxp5E2ru7te21h7ce9rXl+H6aBg7ebtZvugMHHBU7MLC+O5PGvL1X5Nm0NTW3v96O69P/7OLG82rRFQHh52Lq4sjM1MLV7Ij5Zcy4d2Le46hmo765tPH649frTx1TfQDnI5AC9fv7Y0LS4sVIoVW5FWEPEIBDDBIsNoV+Vgw2y0N+8++O5P91oftucXz/OV81qfxZTu6zsMZ7sSBvsww7AXtJiCkDBRIkYd/qc0WNgl4+V2tq1v7h38+c+Nw0NsbKHWxfw5dBgjEwfFSnG87JUcXXCY2EvoSoLifQjDOJARYGZzrfHdw8Znf5b9TSjBRh1NjWYexQv10QujI0VVIsuigu6Muo2pV08733xV/d0/1bYP0fXgGZDC3hbytqmU7XKlki8Z39Rcr725cfDN13i5BMuCAFqjkkfRxtYhNmswFmbPAQoXF/fq1bky5zdWa9/c3f788/qX96FyUDYUY3cLpgQe3XVhLS6MThYtTdCkojR6P0RImSD4WWR+EvWigDtu1642rLV1/vru3nf3oAQtxm4XvIyqg8p4e6zinpuq2GQHWcoUgtBIvZEI/ipSgbcTqNRpFdvN/OYOvn3ifvUEC5cxMumWS9pWoh2BiBAZYx/WzbOV6pcPzME2LAOlkS8BNsYXcEHruSlNylZd2+vkNnflwZP23Ufe/fs42AeK7ObgOmgR5i8bdkYv5TkPz+9YylR8vbC8ufvVc/cP97G7gQJgKdg2SiVAozK5f03Z42XonMUgKIvZiCiDOBunkEiUEi8ODRblmAw4ChE+iglOqdIGLP6kUKsX4R5hnHi22Yz43dKLp0u/++f9u3fR7aLrQgjjT1EYPShNjd35aMrWPsBWGOzexJUkQMBEBMoTypvr7v1v9778sv4vf4CloBS6DsbOY/acOzJil/NKO8YWDVPR/uzKUvfu14dff73/58/gutAWanXkC9AKI+VaoThi27lyqVSttZdXNh49bj74Dgf7UAoAPBeKkXOw1UBTYfaiNzkD2za33yvW6sV6TZafuw/vN778Avs7yDmwLNgWWnWwNFx237tdmT+XzzmilSaiSKd55kmelEAlKKyTjhKJsvORBhQbS7rcOexUt3fXNx5+ee/bP32JRhXcgOeiWH7mVN679bPR8qXcSHAAtCKO6PowoLsyrDxSwqYunerB+qvH33z5zRef4cCD50AVUB5vSW7xyp1z0+d8gqXFQVeZpmk2utsHuy+eP//y2+X7L+EwrA7YeyLdixcvnZ+/ZE2PQ8NSvuU34ba51jpYfv3wz189evBIGnW02igWlrzGaMFenJlyrl5XZBkFIVhESsSGb3NXec3W3ub+y0f3P/vd8vPN/Y8bE7PnJucWiiNOMF/f7N4r/Wv0Tw8ZdZUhQ4YMGTJkyJDh7SAdhuZkKEAJbNIOwO3G6+ffrTzdbNUP5+dmS+fOlcen1narOx3jtw6319deLb2+nLtsF2FZpKLQvAIwMSkFgUVssyHXXX/16vmDZ62D+szYeH68MjMz2uo0Ng/2Tau9+nJNFXaK+Xxl0VGa3Wa9trH66vGT9kHj+vnr1qXbtmWbDm+s7nZd79WL5fLNjUJRT16s5ByWVqt1WN1bee4d7s9WJu2f/wdVyO93Gmvrq2DvcH315XcPRvPFqYkpEEN8gRApNsYyvlvb7W6vbz1e3376BHv7puWCra5LzTYXbXV6eiQZzaj33xDxVV/atYSZH6bzCjZxGL4HBLLABgTk82iYRtXs7DQePd7eO2xdvzlvUVGYW1672tmp18zzF5icaX34/vhooUAsEJPSdsWkGufgj2yv15ee7RwctkdncPUarlwYe7J2+HANLYMHT7ZnLoy8d62Ys/OiyoSpZ093/vTZ0up6beG8ffmWNTM71m419/Y95tzTp61m+6HH87/69Wxl1L5wofzzn4+U8v7hYZfFY+xBTEFVLDn/ehv/3+cPt2u4cAVziyDbY5HXy1v/+I/31ra7tz6cvXib7HxeaeW22p12bX+3+cVnHddsGJ/L1+dyFkNYQYdhnOVNycXTIZEBrc93ShNynmdtb3eqNVa54uxia3qsWJqcfX1w8Kp62OzqlS13siQEniqPleycGAFEEaWJGwk4YmPAnNfWVKdbfPR47/MH618+xKt9YByHHTKwtRIY47owwtuH7aXXjWq7PXseiwu5gli+12l0TK2Obx7WWqxHytOTpQJUodGhp0u73z7bXDtwx+b0zdtjuWLpsNM69JtOzrn38OCg1vrv3y9Mj5ZsHnGbY0u73qNnzf12bmSWpsbk55cqjj323bO1vapZWcdX9z0j3ke3Rso5JRAjTMri4+LxJLU7p7mKTif0SQxPKPcR7Xu5Zl0/e7yx+nrfsvGzn6FYKDn26JOl9XoHrzfx4Mn++Hxlfj7n2AaQ5MwhAsBEgLLYdRp1vbK89/LlVrmCf/gvDnsOYG3WanXhhw8aIyVenJ5zRmRcj4PmavuFVy9rr1c7Hc/59OfuaNkpFMZ8D4e1Ldfg67ueqM1cvpJzKqPjpY8+uVEord+8tVerNpgDR17btKc6zYl7zzfuL+/7BtMzOHf+XKk81qr7zx5sPH+yIz7/+lfF0fKIrX1i7nTGGy17bX3Vo32Vb+bKU+PjOYfYgqWgT/BYPhHS+/fkKGXB5sAN2wRhxrx282Bj5dny85e1+uH5S5cLOSpX6KBRX98/JLe98uRxPq/mLs+OjOa0ikLw9ZwdGcr3uWsb49b3dl68XH34pFmrX771/vToXMGpvN7cX92pcq2+8ejF7tyic26iMqHLTq6xt7WzvrT5cqO1tztWHh/59Dej88UDf2tpY7VAZn9l7fXDl9aH743MFiZHi1anube1tvlsZXNtZ3Rs5tZtVSrnYKm13Z1687CzvbHy6JHxZfbaZbtSgCIfxgZbYgrsaa9d3Vo5fPHwYPk51qu7CzutridKs4AROaGeBdERIumO/slxWBl1lSFDhgwZMmTIkOHNQcMjAvWMyT6bMvXwLFAC+Mb43YP1jVfPnq2+2u9w7vZvfnnj5rXx8fGdvb0nz16+er219uK7rogPc+ODa44DBHnbNSCGyQeRErbJd6Cae+3nD1dXnm+zZ//yb/7+1o2Ls1Pl3Z2Nz7746vnK7v7avj2yNTc/RhcnlEW1dufxo+Wnd181qvaVC5/cvHXx0pXZxmH1m68fPn6ytr69ffjFlxcK+PTc9XJOuN3YX3r58LPP95b2p+beu/2LWxcuzHbdg28e3n2yvFRvVJe+/XZqZLTyYc7Ok3bYspXxO6R0TknjcO/w9erKo0dbK8/gEQGWLimqeB5gR/1yFkuCAHCUEGvIkZQ26ZN930dpSW9PpSGMTlf8crepll5uPnq64krtwtW5928sLs7Odzq5bx4sff7Nnx/d9zw5yJULI4XSuN0hYohKx4MniIZf8Xad59+sPr6/1JXWR38/+/H7l65emPlg053/+tXS5vL+Vuf+Vyuj9sWpK+dtq7K61vjnP/zxz3+uz57D3/3D1VvvX5ybGSe2NjfzX3+9/bt//X++e8qFyqvL11WlbMbH1W/+9vyvfrXQaLRZWkRV9jt++5zXunLv8eHy/rq9c3D7A7z/0djUZMfz6+uv95ZWqm3Bf/ntzZsfXC+P5tnw4bbz/HH1f/vH/+PBl55tdc/P+61W1yl0c2RpygGA+MeNzfcy/iT9uTcQIkYAiNa6sLWxf+/u0nZTjUzb5y/PXVlcGJs6v7nv3n22/nz11ctn1TEHI8VuIcc5K/L/DIVFjEDBJQDI89Buc73puX53bdX8/rO1P93dWtoDVeArtF0IaYFo5Ixv71f5yYvdxy/2275768PStcXL04WJg73285drj1fWl17Cypu56ebM5XM2iq/3D+4vr9xfbvgF/Ozj+U9vnb8wN1evd56t7z9e3/vjg6WVZVwuTF++UZqz5r3u+Lf3n3/2xeO9glx/f+E3l+2/uThCmH+yfOPek+Uvvn32x8/geZif4qmSNiSAKDEDnrF9/X5WCRClPxxVWqR9EwKKQIHN2Nrr+t2vn25tVxcWMDMz/eGdTxbmLt17vPqnuw+3q2sPHlcnZncmJy/A6opyCQBZQOheJ8yAImM369bzx4dPnmyub9RGp3D1+uLi3AVHlV6uNu4+frW+u3z/Xmt2rD7284soXURr6uXz13/413tre/vnLk29f2fu2pWxyfKYTcWnL7f/l//6u8+/hIfu4sXmxEyzPFp6/6OJazemOm3yjd9uN2xbCTvd6uzOeln/3/926O+PzeOTTxfeu31udJw29/fWXzzaWDYLi/o3f/PJ1SvnHGLFdq1x4f/8f5/+z//r0/wzjM135y+3ihVbWdBB7oJYszlkRCj9Y4+NHaQMEyHYTxiraE0xCp4DU2vWt16vvn71WqyJD//uF1cuTS3MOdvbG198dW9z13v1+H7XbVrOLyvl82CIivI0ClhAyhN0g6wcfr2+8uDJq/vPHWfi9m9+/clHH0xUCs8ePn304OnmZm3rwbdfsPrVb//TpenRCdv2Os2DVy9e3n92eEDnrt04d+Wjmx/Mtbqvvvz886Xna9VX6y+8Rypn3Zy8ZonWnc7u6vrnn30pUl649cH1or5x49zYSOGrL7785v5jrlY3njzTqjC+MGuN5U2YMFVyhJzxW7s7e0+f7j972t7egnFKhaLt5IRUHDNfq3TixIF+70M0BrHb6k8VGXWVIUOGDBkyZMiQ4U0Qvws/LmR49Lys0jsFFkuQVFw8jz2vvt94vby1ulEvjl+4euvm1Ke3i3mVb4xKvtNubD9aWl9x9fz5+Wu3LgksRE6CAgGMiFFkyPe0UaaTW3lZf/J4e+7yzSsffHrtg6tFhwvj413PbtS+frC8aXIrN+7Men7R2NJo8/LrxrNnzbHRi9cWPly4vLhwpcRe21jSUfYX95dfPH3qXZx+/865cinvdvj5y7XvvnjgNZ3z75+fufOzqencqDU5M2lPfKW++PbJ1vOllam5G+/dtPOO0pLPqa7xNLvserXdnY3Xa6+WXx4cbMKZEVKeb1kWck7Qk2cOVSIAKTrFQTEnkqCohuwTaYtEuq22uBPddv7Vq53nL2tOGeevNa7fObw0U3Drk5Y7dbi98K/3lp8+wXsf4/ZVe9RpajKAjdjjLXTestEtNHf084evnz6ply9h8bY/c7NZma5dm5z0rav8b42v762tkdu9oc1CqSv5Zre2ul1f3cX5W7jxvnv1vfpoyXfU6NT03PZO18lbDHfvALv7+2OVUj7PdvEQ4pcqTaKOtg1YN3fa6+v7e7VHduHg/CVMTWFhIXdhtkQ1NX9x5JPfWF2Ya3f8c5c3nFyXoGfG72i+MP3l/LffrbQPoXy73WzkVSufHwUVQACpd626AiQRxjq4qoJPyuvK9ubB0yedfcH0VVy6M3ph3hTsxuhY2dLndtdeby5jbQyXzmkDR5QSMcysgrEI02+G11+34+/vt1bWOy+WV549NUsrctgGK9gWbAukiGEATZTXaqRebb14ubey5hVmMTnTvHi1cX5irFUrkzW2urN+sI2DHRzsuc0FxzNqae/w1UFj3+DCIm59mluc2ZmvdK/Pj81PjXvd+j9tY28Tqzebu7Mj+Zy1t+euru1sbAov4OJF68P3ZUY99rzGret3JuZ+/mp9a+lubWsXjVaBqEDkMQvA/RP9BJ43cGo73pZPc2HRvpJ0JxSmIMCTUZACMGbR5Mba+uMnVd/He7fs27fGbr1nTUwa5KZr3uXf/9vWw0fe5NT6xx+cH887pF2AhFVUYREBRIvkYCrrr/e+e7jfdLE4i/PXu59+mM9Tcfy51fWmDvaXV5fw4nzzk/cnUZpsb7Wfv1j+6pv9tuCX/5E++dXY7JQ/UWzCZ48LY2P5rtfZq2Kv1qx39nOFejGXH7FylbERYc/zPSIxvtd0Gtsbh5a9fmERizdyt26NzC9woXA4Pe59eHNsvLx37orz8cdueWQ5R1oVFs7J+OPnFSas72BjBy1X/PAlRVL3iQH2aoC3IgHFUbECR9iQQGGcds0TgEEAC/ngrrDrtbvbq3uvl3ZGFxZn37t5/ubMwrQZ3y+2vCo9WH/8dOXgsDp7bvHSlfO2HXmU92rqEzxiz2JG01t7vL7yaOv8p1fnb30ycXOxku9ct+ZGS97DL57d/Wppia0rt9/3O6NKdXXXPdzcenDvgV1c/OA//8PEnVsT1yuL5HCnoerm2XfVtcar8oXxK96C11LeQX1vY//J09d+buK9Ty+fu3lu6sZCifh6+5Zh/eD+i80XK+NTF/y2Z4SFWIE1WPm+W2tuvFzZX93Yf73u7eyjOJ/P5ZWyWMQIQYUe3hTfQOP5exKNTggy81KQ96A3Ej8dLiujrjJkyJAhQ4YMGTK8IY7zvZE41d2Ql+0BFFiRZ5NnGUO+rh7w6nZnbmIEs3P1Sg55U8g7s4vjMxOFpWd79YOGW20azxOyJMp5LtACDXhiuvCMMnaOy619tbvlz92YVKNznVJF2z6Vm9duXF99vnn3uwf13Z1Oo9ZpVtpiNWqm3XDqtWJhdLI4fz23MF11DgoFa/7GubmdA/vxEpr1xm7V3W84Fduvm8PVanXf5EoT/uRCZ26mXXFHvP2xMefq/PTL75aXNtYOt6rNtluaKFrat8hA+dJq765t7G2uN5p10oScAyvniWp3hQVKgQgSx9Y+pYon9JeMbY6hgobkpkG9Vbw1eUjwVXuutb9nVlcP1zZxaRIzF2Vy8bBUatvuwZXpqeW5kc981Kvo+kVfLBEfMCI6aAARwsxeQvBLB7tYXmlsbKPyHiYWWJfXrVJjuliw3JnX3418to1OHuRazZrrW74nralzuPQezl3G5FytVJZ8zlIYc7wRp9CsjOXHuq4QPD+Xy43Yqg45hGpYuQ5g4PnoOK16+av733zz6DtnBJcv4eIlTE3w5LhVnBjF7OjkxXzH1KYXunbxKVEdvkNqZqQwOVaecKyVbhvtVheiFPkkHVAOUGGY7aNweje1IaMTj16SEYAixRKkXlOtpl+vmVodVcJsAZPz3dGx3QLMuAM1W/qmqNYaODyEZwoM2zAkiPIUBGYCIk83iJDruofV5tZ24/kLPH4OO29furrAG+tdjXxOWQ7Y8gxpoGBbE8RW9cCr1TBxGWMTKI3sFAqWg9Hz89bMGFZeo12D8alrcp6fb4pTNfDzGJnG+MxhuVLNK13CzMXRyxdG1IURrDdRrZq1w64utDouu9w2gnIJ4+Mo5XeKyrC1we65pjcyMTZeHq3ZRYv0qO97WkEHHlLpLh7IVzd0AE50DOxtldSH3lUlwkoMQGANcRpVf2+nub8Py0FlTC9ezI1U9pDzpscrC9N20aZWHTu72Dvozo47ecVaKRElwgARsQgBlvEsTRO1g+Vnz1CeQWkSowvt0viW4x5enJvcPTfy3Td6t22aDdqr+1O5ptupWvn61AyMjbmF5ty5RqlYg6XhjhQrU+WxSmGkA4V6p1Vtu+WyLtpKUR4YIVKOo43L9YZ5/mLvsy/Wt3Zrswu4cpXOneuMVVjjYHZm/NJ/d+OgseWp/bHxdQsdhQKMD56fnKDLV/FoGS0XogoCDfGIENGCNNBz0terfYGVIidDBiSQ6saceuJTPxLKLAI8Rot9t9twDza6u6umMFO0xyasmYpfqZXz5dsfXuMmlu6vbB+0mwcN48IuRZojidhKIQ224DseTNVr7Umzmhc9nZ9epMlyF9XSnHVBxnde5C2v47YarWaj0/I60vBd02zyxk5n+spo5co1XhjrjmDCKizMzTTPX9p8+nht76BRO+y6Lb/jmINuc9/f23f39OGs46jz863xvO17c5cWmwetZw9Xqrv7hzu1ZquTJ9Ew2niW8aXtrrxYXnq27HeNbeWhLDDYsDCziAleBQXvbGLF7YmInCUjR/GfDFE1iIy6ypAhQ4YMGTJkyPAmEJZECJrAlSH4T6FHmcRmh8T7BT8QAXAVmjZ1xWsrYzVrUts3M/lJqzLVVZSHP2LT3Pzc5Ng0Oq+503WrrXazPTJdCEJ+GAMhEuQAnyAwDJe7h21pYiQ/mS9OSb5SFQiZQskuGGdmPDczVuiy36rVOo2Wh0Kn7vktMl3dZe2XSzxVqlv1rt+0cpiZrpSUh2ZzXOUKrtQ397oHbbejO37Bo1KjVK6NoWh7I+SPlfPj5VHqkjSV37X2650pZRnT9tpeEWjUGy8fPFh9/oTIH5+enpmn7WbRsK3tnLbBMW+FMzAgoTJHhMJoTMdb6Unq6qhN8elJGMy63fZ2drvtLnQBulyiohH70MnRzHhlYVyKGk0X9Waz0SqgFCZ4ROibJgIDEhIwW3VXH7Zzh21P2Rgfm8g7WyRbBSwoZ34mV5zOo1vH7u7m5cvjSokrhzc/KC5eaZ0/b42WnZwFpT14Vc8cFEesfNEyDADdbrFRxdj/z96bfkd2ZVd++5w7vCkmTAkgJzKZZJEsFmuQusuS2m1ZbfuD/922P3jZXrJXqazWUFINZBVnZjIHIBNjzG+4957jDwGAmUlSJKsotcsrfosrCQReRCLPffGAs98++1aW2YI81CNROp7GZXl0mP3tP773mw/x5k/w/bfdD7/f3xyZIhPYBNvtlL5Nns2pc7Wmru3QTBbNMs7ndd2iTai7piw2ekWwEqBLqIWabzJh823EqxdGq/T5tn/lpli9jygEmk3Tcg6zic1rGPRQcp0ndlykyu8NTekBhTFliNqFlDm9jAZfvTMNqSViIhPTMsXAhO0tvPkG8t4tzUbj5snxXIwVk6dom0gOlDEKo11XI3bo97CzRbkjbWcF59c3y/2tyugitFBNdROssPVDMkiKTmDMclipnUdg5oxsOnfnWu4WCCk9WUxHxbLoucGW6/fBhPm0adrkNxAbQtM9fvjpeHxcVCgGZR2aZd1kpTFsV4ZNJhaVK33jS0dkv9FjX3rAcyLK1UMKiIpAhDQgtYtp6uoIQRdATvM+Ik58nBb+5u6AtyvXzxADJst60WrlEhOv3lCXZkRSQdvI9Kw5P4+TCcwQ/S0z2u3Nm2M/Iy/5y9ujnSq/J4vZYnE8e3p9qMNB98Zbxf+Y0Apeus1sTgS1oiDTs72yvzHyxZEy2ljXgYmccRahQxuBEm5LG3v2ZP7ebw//6VfTWcK/+yG/8dbW7jWxfJabxpvc9mgnlk0ztdyyEsSgSfPx0XSynC3QJfgcqhmEGMIKwKxUvUsF8Zs7Rq+u/elimvXzVSBSvJD9/ryWRVAoJaWOIKHWbuap2TQ6ZJ9r4ULBEMlyu11VvYjjZcvQEDuOzmQX5kNzkfTvrZLXLks2LVRjD3QtaT+R6ShGWea2c6XN+5WyqZu6DYtlPZvJYrqIs9Y3vBmL/a7qk08zabclVb3+cDAkwmI5nS7Gi2bWcA9znZ+H8VnA7mZ//zpvDSd26aTb7mdbWxuj4ahtj58cT2bLZhMwkFylxyZ28cH9R589ejokHezvbb7UnC29qqoIE1+VW7+ZzWpVQ77481/2If5xsJau1qxZs2bNmjUXrWicAAAgAElEQVRr1vxePPeb8Mpd9Wzj9/m98q8KkyHUTGOrXWrntGh1omhslo98VuYeeeYyEe991RtkNo+Lrp03EjVFiAErWC/GBld/NYtI3c5Px81kSUK+KIpRXwoKJhYaewOzNfKlTbPp2XJ81i13xTpZxjhrUQfrjBm4JkdiVmIyKHPnYoPjY67bTIhChFCItAxkxIbcYYSYoIq8KKq88upjrdNlOG9jS6RdoFDnqs3x9KNfvvfh+7969bWbt+/cPRsXR59OExnOfIeL7//3aCkuwmYUKleTgF+6NpfC1jf6awjA6v5+img7NAmSQXujmpadLDNfoacbWRx5zAn1YjmbzmQLlzvxXcguqhGqBO2EZp3OOm0U5CgrfF5w7tsspcya63lxLcep4OTspEmT3RsbNs82dm4XTjMbStd5EQRtm9C0dVSfpA0BMaLreLbUzBlrlBlOM8Qi1Nn42H14X95/VI87ZD3ceWX7h2/fQHsWQ+vMEtxECeAYIplmSLIjTW98Wn344aOP733aJPQ30BuW3jvLBtoBDZCBcNGrf/cQXny/PJsNJFBG8rH17QJmE/0+9Xs2S3WWGi+LhGqzwCCHRCwWbQguZUpEK+145VUhqKowMRTeZXmR7+6a3eubMW02YXAyx8cP+ayWmCAUhFSojEnqaX1+NltMkVqwIsuK3JqcYpaCWGxkWc8uLJBS1IDUkSydT4VLNVogJrNKb1MLtRl7pDRbhPMWpzEs+XR7w9+6WVz/CGcB3WlvMe5N3Fk9r04nenx2dj5bmgLlaEZOyJiq7FmxoQ1QIgKJEtFVRPgLF5UvNPL0eZCSXhX8izV/4ZgXH1dNUCHtJDSpy1KHtoE4kDW+Z+DncNF05Ua+MXSwEV2LZdu10SZJooauXkZFVUQRhepGu9YQw3q4qmerwtDUu+hjGBkdGFhF3WIWTxvCqIzXbnZ/ub2zDOOdPVOUjbUaog0xC5rD2FV6N6ySgTWAESQgBohBZ7tFf3qOg8P2fI5iC7s36OXb2bXNkJE6Ze8EGIMCm0JiSSGjMGhm1f3Ppg8fPplMYRx8BiJ1Bo4VKpc+WoauFPRnLzXPnskvvmWeUaZeuI0BrMTvF4bKcXmNu9AUSSFKMUWJrabGURpYP+CykMItKQ0clWXesy4LySQJIbahtaoG2Urr54sZcxgklyJaSi3HVAagQ67G+bJkKWxqbc551S/L/ox0Vo/P52dZWJzN2vECHQ2j3QgucwWCjdGoybMItDFGSW1sZ8vZLJFfptSY1DBxleV9OCuOIGKMVkVe+DwmntVhOlt2bVM6cSkiyvjp2Ucf3Pvk08c/ffvOjf3t6ws+uzcGyLBR1Wf9md/qx8bzpX02XuyPTMxaS1dr1qxZs2bNmjVrvgP4udHA1e/YTJfTPV9+h5haprmjLtO2jHGTi9JHn5ArbeR5P0MREqR23hnnlvVcFc76FEEEUQhBALCSJpJEkmITUttBJUmbsHS5uhyGkoU4UUgXFtOmoVAvSJMhGFE0bSZpULC1QQjCxNZZ4zWmUDdY1ovprG0bGlgyiBoBYZLMYpihjDYLvkd26cs8y401s7aepbbRVDiPppmdTs8Pxt00trWwy/du3Np4GPDxeUAKJJ1eRgh/yxaCCMSK9C+0L1+c6PlSLm/h06W8JQBYkkKULRIjOVA1IgeSOWwOl7mkpUHO0KCpUwjDQIWIlQBoIqTVTEuU1KTYSisENWp88oXzGdA5OLfts6HDWYNlh3F9epPNaMcgFdwtS2bjMqQOHRZLN5tjMp5PJgsi9Cr0+kVWOXF14Jq1NmBGGdF7Ou4+ebKYKGdD2d3D7k7PqIh4qIVE0aUSJc3aZrQY944ep4eftAf37392vz0+C9dv4ftv7exe22ImSTCrNeGrzvk77PG+amleiA1SAhtkVkoO0AAicrmzYo1QBhMJFXNu0LWYTmchZMzuKhaKiBSaJBhSVSGYqsi3NkZFmXqja8Co7fqPz+RX75cfH06bFjElghJSjF3d1ou67rqLUSMCZ954kQxQdjnyngEMYgSr8dGYBXzteV63p2hmpospCnwaQMt5uzyeh0dj0BJLAH7eH7av3R7+8M7Zg2mxeFT842z5WYm2mbfy6Dw2psTOCHs3desa8sIAApILZVQJ/Fwk2LMluxCzVhZEJdCXekye8Sd+5aaez0y9XfghV9OvSWOU6GPg0MF6sHemIJtH6AyurtzIa+KA1CGJXIxr0socmYiEOGkSJRUwsydyxqAsYUyhYJezDxExZBxN6ighKQI1yTXkY1mlwuYmu8YuGhMgLLFs697Dh+Ojo1NisEVeZr1+qdqgSxADdpAsdO7sPB0cTJ6eTBJjZx+3b/HWSHqOuMudVrAOqZPkVLbnczs+kkefzO99/OjhQXs07Xo99AfY3fNb22WWR0MJKYIEZKDmmUV48dR99hO6qOdzK/LMGODnI+VfFtl+pVtdfFVSjDF1bRtDSqLiLKosejJgNqZwPrfGksQQFnXbdqmUyzsoBAYioNRCA0S6LoXIUV2TOCixczlZMn3nYua73GYWBEgnzbKra3Rtm9pGoY7Zg8nmljwJadkrbJaBDcCiGiQu6iVHMWQpMQeygXLYyrpSXM4xd46JCZSiSIxOBaHt6lqW3cHjw+msIVfmg42dm1v9+6f45ByiUBERVf79Yqku/bQXdt3PtcZvYxb9/wJr6WrNmjVr1qxZs2bN78PzPQrhQvz4fKzhq3dQvzABKUWlxlBXeOlblKqlUiHsg2YJLgmnABbR2IY2qRpjCSIpkuWLAYqL7kkYYi6EEyVvKIsB510aZ1ICiQRd04XQWQNLyVJiFkJiJEup8lQ5sWle0jBo8qKly3KT565E1TeG66ZeNrYLrWjsFa4oXMUpB3KIiYKklpyzmXVOKE6W5023dJWTjk6fTh8+Oh9s3vzp3nD/9iCvetZbUAKrkgqtdrz6Qvf3tZX/8l0dn6/w1z1w9WKAQnHR7ZNZ7UmXYiICGZDNjC2NCZQKJI9gJXBoYEtYziSC1EJBMFCAEiiRRhCLiEqARMfRW1gLtgnGBKAIQFINAQlJoAYRzWRxsLczstYgtsY6kIX40PVOzs39B92v3/noyROMNrC/V2yMbL9fOE9kAqiRrtOgi+DuH00/OznvbVcvbU5ee6UYVbZdzDxnxDbFsWit6iVVkraPnxY//7/v//X/9klbY7Dhd2/w/veGr71xp+oJuFMGYKAGxF9R6D9QzPoXdBN95iAicGYKz4gKVWqT1oC1FpxlvkhtahcwQxA0xg5qcPF8El1tM5hUBWqInLVmNOzlobF5QzLPmKe5zb1CEQIgxlJiJObIVtmysTAMx0SJNCmgSOBkbPIcEANiNJRk6MxukQ/V+AXqYzx94o52yzZUg3hdaXAwPx1H1EAdIUCWx16l7trgp2+/Xd03v7m//LvfnEsaJ4ErJsPruPMqrt3Bq69l+7t5JinGVkVXrjfRF+bJrjSRz+fWXqzl84c+/1X5ujlQwmWanEJVU4oxdpqiJYAthERNVKOxSzYmQ+yNzR28gYgAyizEV3qMAJFYOCkJUhCIuRh5VsvsoqSgrSMxgFEYAQLadgk7LEbMHMECgxQ1dT62xXK+8fiR+9Uv7j168NR5DDcwGGRlVTIrugh2oEKoqkPx6GDy/gePxwts38Brb+Cl21W/AEd12oeW6GqYCOTQraOT8OF7k7/5vz79+c9CXeOl1/DDH1W33+y9/nq1vVMac6YpEkVQeGY70efD4J67TfEvW0GfG5T9qiFQrLxaVzPVygBLCiGGLraJEiySkSZGcIhRGcZba5kkSYyaZJW7D6yumQSQKgUlUaIUJAaBsjGODSddbSZqOBoEQ5FS0zRMkRLMyrPlHGWecwfrQLllRey07eVZMehZn6fEoqREZCw4GXBlM298X7kHzgALNQZgkDEgQ6CcUCJxaObT89nR+WcHBxt7+9v7Nzb3N3xlmQ2SWCJDxKCVt/UPuu586Xvoj4e1dLVmzZo1a9asWbPmu0FXmSUXezoR6ZeqVxePqUJBooga2bLxNJufz8Z1znmmThYdcSSJhgFKMQZmtpZUOhFryCmcEgGgRAZm5fgxWRaMqQnRxxYTRWO0YnGUcmc5y0vrnY9srIq0XawTYhcbkS63mkvru6XlJpdYgKusKooBF4uyKJxzolAFq3bLWdEuMu04AG1jVvG5api9YWdIPAenES2W8+bwaPLRo+Neb+sHb71ZlU09bmNsAbFQFrEv7Cz3X+ce+OWcmspFALMaEY0pMsEARsQKjDpojuggTkwpgCRYWAMLVYChfDnOIqstsAAlSVaCU9hVnL5hgYlKUIMg07qbNggAWeRlXpYaw8zAF94gWXQeXVV31x8/af/LP7zzD/94khJefhnXdlzumsIXtFJoIEjURTqZdL/79ODBwcnG/vD7rw92N62jiBQEZpUIxpSBfOZKV26ckl3MMBmjacB5lxUoe36lRyTERCkqjFq6aNFf4KrR/tdu/JQJqskYGA9JtOyit+rJ5uQSXBcQIzID78xKt9WVmkukIiCllbCzCsvRaCzlRgVziCDRciaUklnNUqljVYIAiUhWQ3mGwWooKQkLKCWThFVYIyQhRKsp9st4Y8u/fmv7bDk9S/Gd9xbjhofWDbk1PPnwuG4JRY7cwgocGxEmsv2eL7IQ6sV80QYBCKlBsYNBvxz1qfDOG2MRaZVt9pUQfUPjyOdDVldqyZev3eWejATQ8wLLKmvdSjJJYAFFEG1BHhip9kCZMZn3YFoJBKKIq8AyYgIuamshXsARRh0pmgYpJeKVquIgJEqkbBQUYCJYha0CLSSljlLKY1d1zcbJ4/6Hv1m++8vPnhxg4zpeuoOt7SJzNnMVUoIvQH1JvcmSP7538tHH58q4+zruvoaqMiQwmkFKoIIotAaZGIyxWeJu3tGixWoKOc+Lfr/s93JCFE1CylAgAua7khG+ztN4oX9dTp0zwLLaVhZRKbARgkhUtRBFAkQvZjOZmMisfsQQYFamLY2iELAoRAQpOtXSmtxZkM6jepUcjiRSVEtEBCFVJmOMIcMwRtgkZEoFk0GM0rRRgsQkqspJKAFsnXFKICuSpVhKykQsGIzEGhkdVFQzNpkE206Q6vH45L3333908OT2zVfu3n55K49hfMiiIM6IHYhUiMzFfQ7g6oPfr+B/pKylqzVr1qxZs2bNmjW/D/Ss5+GSy6QT+ia/JJMaURvE1CILSa3haLMuOeYid+I4cIK3lpmhaoghSaUjeChABjAQWAJJpklDEmPzzvg5uGNJ3HahU3GWHIlhMkltE7pIGVuNsQ7RJcROUyMJgJEkiyn7eWaMTTa1SQJJSBJaVvbkJVkKQBRSMaqpSykFAci6BMOcGbhcadvbMnapXh4/OXr3o0+PmvDGK/t+NKr83HRzZwikGdR1oQf0PZDwBUPJ11X+m7bsX8FVHA1wEbesctEMKQBmNoaZAU/wEl3sWJISgQ2MTy4Xi2WDrgnOOEJafVMrn8qz3T6laGPwAq/wBitRTA3BZzB2xiZmWLl+Yhe8KzynTAnIwANZFvPl8OHJxt/98pP/9X+/3yzxF3+Ot97Obt2qtkaOtVmJCVAH7UmTHz2Zvf/hyfEJfvT64vWXdm/tZqWD4wRdAA4K5v4qMsm57sb1/C//u7sb/eLJk6dPT47fe4h//uen1caiP9rf2+VOG0bOsLTSKL7SPPKvi0KFUkQXLhpvElAAtUQtUZtErGWHlJBiNMwEJBFLtPKarEL8FXrpWUnGsGpQaZld0oSkBs4AJERqSQMTESOmGFNceZIYsKDQpmhyBw9yULCCgBRtSrVz4+0tffN75RQ7P//w8O9/gZ+/I2V+3M/ORtUOC6zDtR6uZRgZZOgtl9mTJ7PffXz+u3tnk3Z++zV/6/Z1iSJJO2of3xs/PUGozcZr2utHIjFwluyVeeaZs34VZXUlMOGrPZ7PF/Xi2VfpbKtZtS93/Kgmgly8NBPYilKMyABrU0xN21Cl24RNaMGchQ4pQlVFIl3sWaEAVuoVQ0iQC/toTDKsIEJMXdPMQ5ZAOZC1iZUzaGsSSs1L4xAX0s1J2dgthM2u2To7Kt5/d/mbXx59/GFNBe6+hu+93rt5s1cUMMkADJTQUrRaLPWTe6f3HmD/NezdwPZOlmUlqSd1UAsVACCnmkD15s7ozR/sGP7J3TsHTw+b8/HynV+fPD49GQ62b+7tuEKcUWgCIogvluCFNXlx5O+rVkSfdWStUpyYIF88fDXjxhdfutDSlZIos3HWOSBTNUpYnZXExESqq206m7btonUAIwIAWaiqZoATVU2BU5dJLFQdFKRN11in1nnDIYVESswcVUVBxJJUgkKIhKxSweygkCiJU4oASFkUURBFRWEIVpOX4KUjpEjoGC1rdBygSdSzybUz9dlsMTk5eXr/8NHh6emdN9/cfXmv183qdlKw80qZsomaumTUGcbF5fYL5+w3mSVUeuGn8h+ZirWWrtasWbNmzZo1a9b8XuiLMyEK6MrDQV8YTXjmKGJaJQgRDGsmEpcxTBJJb8gDqiVbBrDLiRYiEAGTMWwgyRCYQFgN20WoIVnpPpbAUdGKBnaN2q6OISjIhWRakUq9irSttkEiJUEkjYbUMEXQrEsBxmVVUjApGxDQtSE0ETHFruEoBTJN3iTnOGeTBSFlw1kmWC7rkAwLbGzVB6262B0dTZbL8cnx2WzKveHu3Veu3xnly8en0xYpIQWfQhFDJcgVrUBUv1HncVXBS7vWyk30zdfrxaDkVfejAig0YqXUiBLApAwYhYNa7Zg64Q5O4TiwdoKQUDdN23YXhofVBuyfQwSyzFZFOsQGmmA4M2BLASTq7MKYzoEJmtAtY2rFFobJQyuk0bzp/fbj+p9+9+kv370/WeLOS3j7T3uvvj66davvTUJafc8MVAiDtKwWk3p8hnaB3WF89dZge2BybkgacAJ7lVJjCUrMDeNJvz/7yZ9Wb7zxysFn137xi48enz7853fhqvmrr5/fvlk6ajOXAwb6RW/DF8eg/rVQ0kQpcEjuouckIiJNEhNJMkiWcVF7Y60HkWhKAHFKSiCnwGVqO/FqPlcjkRKxYe8MQRh6GXXGpKCkYGMASgmqYIJ3rAIlR+SJVvnXUAGpETTLeOAy2r2JN2z/YX3y+IMwnmGZEDhpMx+5YqsqM1re3sR+CZv607b44MHRX//iwdECe3fwp3+CP307cxgtpr0P703+l/9j/OhdxCbt2Wbr5TjMXWYzay/a7YtxNHphFT6fG16Fhn+jdpy/0XFEVwqBGmtASCqXKeQhpTbCKVdIRYomBYkBAKwxvEqT16QaFaIqBLXKgLGwXg2tNDGCsQoETUqagXJ1hZpcacoKJ546kaZlMGwfZsekrfmk9+47Jz//208+eO/xvMabb+KHP6pefqm3MTTeCjUM5AgWQqnlFHlZY9kiL7C1heFg6EzPmBxJwQkSoSGFLlDHLnqz3NvLrm30/+QHP/jw/fizn33y7s8+PZniwQ9Pvv/6Vj+zZC6FaRJouFyFKxnrGTsbXYrXz+h3z5zZStCL1by8aHyJbnW1CnoVB89QlrSaHDTQZJUzgQOralIk/XyfwiTShi4kJwqgBQC1kAxcqFqCMELGyUrgNkjolFJW9lg5tV1SNc4T2S5GVTAzEKHCBCJOShfXaxGGOibHRCKaEgQpadN2ZUpAIu0sJ2c1koglo8hJAiSkxMSODIc2zE5Pj56cnZyBKe/3BlvDwUZVzAOMN1Ft1JysJ+uMZQat6q1ffrfji9emPzJp6utYS1dr1qxZs2bNmjVrfk9e/F2ZSLFq2r6mw1/9Ss0Kq2B1hKyT4UKHgaNYEyUlSZJAEaEDcU7GwKaQNAVrNbcgo3CQqLyabVELzrjrUqcK8pDCpb43BbMqkioBucXAcsXkLLMjZUmGyLsMxs8CFuR2Noad1ssonjjPq9wVIBZDTJSpEXivnikTzhIVatCRm0pHsVumNhIkquu0rMP5J/fjYtzU0i99b2/v7mt3775cylM5u3cobVdoqqSuwqQf4CK6i3p8C0GECelbGrU+r/uXPm3VomsEDDNramOsDYMMgqCVukObuAF1q63LxEAZbBgwKhasIAsSSIQhUVJlgjWOKIsdIVpEQgIzsaaUtEvcBU4dISksudwWucmsCNSgy+tlde+B/vXPPv3733wya7u3foQf/xivvzW6fqvsD6zjBDSQADhEj2XWzHxoM2NQFBj0MRpI4clQAl3qnMlDC+YaMgOPYWHLvG9Hd1/eC9OXf/3eww8eItZo5qGZd0MH6+gioJ3pKyw53yH0wrzolXUtERKhiXAJSQI0sgRDkRBFQ5diFGQO1pZEllixOtshCmvYM5HIym8CgUBFVVRVkoogRr0yMxEpSEWV2XlXEM2ZQAZCUTlmeZGRs2JFSVXJrExLRk0jdmFt2iqzt0aDzmxv3zyfcWbzrMrLvt1aPK2PP0NOxY3+YmhFWztbmoPT9ukCNMTdPzE/+DHf2LpX8vW40WuW1e6ouP+wPj7E2ZiXkbeKylEmSRhExPr5QlztHvhcNNjVoN/natYfxKWqp1BmYkuGgXSxWgnWWJuxpg6cpG27RWNWfrTVTohQIBA3hKSkhNWgsAUslKCycn1ZS2VZ5KQ2WZBVcp2YqIgJba1hmThnDPdgdzAbnh1n77xz+jd/+/6vf3sE4Ps/xr//i+yVu6OdTTbamEgGJbhAZHTczLr5VLukpkRvA9vbVb8qM5M5tiQB3IKixtjGQA6kNWso8oyzYpQPM7x0/PjO3//TpwdTnJ2gXiJFSiyOGWAQgPTMKlzF9V2eyZd6H778kqNXS0RfmZf/HCtrHRGrUkyahGKUGMUoWyEW6IWCpqpimImQIGo4sUlEAInISvxSBUGNBqaO0UK6mGKSGCUSyJJX7hKIrBc2oW1XAi6QgCDSCLpEqYM2ClrNJ6ZEKXmQEY1BFNZYQ2iADhRhKZAJZIlYYEQJohyjV+QEG7vl2eL04GBx1u4Ot753Z/fO9Rs97wuXt2qMMpKGpvXW9kob7be+7L94sP6BYVn/lVlLV2vWrFmzZs2aNWt+T755T/9sd371LEayGq0SUsYykrSBeApdlgVSt0zaOTXMGbgIRB1iHTR0OWvuFBkHK02HsmOIiQlROIAIiAZUuM2huWYCqp6WzDRt0OaOhhwL7zhj66yxTJZoUFV5lp0v6ydNOzJWKbOI/eSNzQ07qCwodhRVAktCUmannBlbMWO+7ExohlV/SV2nwRqujBtwNjk7/PS937QwZW/rWpXVx0f3amSLp6GOVilDwvy0PbnXnt5Cvr0w0eS597zyUr3oXvo3g1a38gNIjQnEXQIio2HMNdWIpbR56kyKxlhitB2yPNva3mVaQgVqoRHGQJmUFVbVJpNiVqcSUiHlaCS1EUPnDBGh9jZYRrdADHDsPRn2Gdpsfi4ffvz0//nH0//yd+89eIobL+PHP8F/+I+7d+/0hiV7qyBGbEE1tIIwljKdxtkiuMxsDlM+hM2jtQkEiIfJiEqiApzBBBDBRlAn9SKl6Nzey3u3bu3s728dXtsEAqeF+kFmYYUSgMuk9hfsahcl+w6r/4UXBwAIEWwMSA1AcKyOxGm0iIxElw4TUZeELvfhA0Evgn50tYfli84XolUAuSgEq3ZfE0gANWxhs9UkmTGIhGgSODqKUNUYmb3N0AIiSam1ZVtkwZnUp6Kqhq++WlHVd1YKYzPsvffr058/PKpr0g6kyVvfRFrWkRzKEXZu7O3t1GVsChyTv77Vy25e2/iwV0MQ1TRQsR4wSBcjUv/Cvg+XlqwrxfwLTp9vg14pL3qxxeFqjlY1QSOvvJ9qmTIyy8QnzowsjTyRUaQOXdclcUQKEwmNagKzKoQMk1VwJI1oFXBmtcRZbhUUAIkiQXTZoopgl1vKAQJfw7g8vt98/KD+9bsPfvvR0TLh7bfxP/zPt+6+0e8Pm35pnERPDGHAQAwCdcvu7GS8aCa+Qm+E4Ua/KrxbJYhphBGoKDSznlhEGjaROQItPG9tF3du7G8NcHiOZonFIoQgYkWZaSW9UYI+r0qRfnGPwK8aGn/2Qb2cMP8SntG1Vm4ukCG2STVJZBIiQJkvlEViKBsmwxEpalQ2wlmCJUAgILuSmxiB0UHbJE0jdTSGcgNG1KRExmRkUhO1DikpqSClAO5El203jmnOLiVLrTEWTsUwkSeygFGy7KzLvbfeJZ+JyUl91lFOXHpEm4yNKGC8CppFhlQ6Pzs/vP/Bp6en3c2Xvrez35fx8vH8XlkvZ09PJWmM8eDJ4WcPPstv7pjNyua+yH3umL+R4vfFaj5rlPvjYy1drVmzZs2aNWvWrPmO0Mvb46tPLvuRyzgaED7fLWp1YFLDQqQZm2TZIbUuTTNdprpt20XmDamrmyTGw3fZcNOVw5CQAQbsWLsUwVapFQ2GAzGyLHruXKAyVJi31E3gpG3q5WIQWmaxTkBqsqLfG4ym2cxSDMtx0zSJ8vNFsC4OjG27eHZ2Nl/M4DTkEryoBxz53DGhqxdx2bgEy5YMCWuymHXzLjUbvXIzKyaL+v1f//p4Mhvu3To8OP3g1+/2qbXLk+ZsdvDgaTuZPe4+/KfSn9bn5Z3b/vrende/t+FG31wI0Ytpwa95hqq8eMSLqU100X+uxqBYIVE0uUyHo1IInaBTTFtdtjK03CU1bddKUgYzqtJUpVdawqwsLwIIVuYYJV0FKDlNBk3EvMZymTa8NWxANtRN1y5iBAh5Yao88zDQHub8ycdnf/cPR3//z6fjGnfu4j/8R/zl/1S9+kaV+6htNMjBHimBExIDWdPQ4cnkydmpZrp9A9u7RVYocQeyoAIygNmAz9AukQSZgSSRRQIR51DtFZvD3ojSYaghbWdi4cRDDV3MKX3JmOUz1fwu1ANXjRcAACAASURBVCu9Cmx68QUNc+b8xgihQtugXYg6SFIxADm1HgxDgCRn2HtahVbrhV1oNbSbsLLHKJ5Jd6LV4hNWUe4gMKslMK3EAcNdRNOiiZg0cdnFDqFIYdHJpE3nLVyF0oGQYJidD03rBjwabYym06Yb56wgh9jbQhfms9OZXkua577fy5spt20bI1wGkE/tNAOchqCLzJiNfrY1gMuhhDrpoo3OWntZky9k9Lx4Nl/4ePTin/aN66/PfLha8ashuAshjJCYhbnzLhY5VNAs/HJWMObsmhAWnfbV2cRwOcrSGqNEBEmXZwwJsbDz1qKwVIoruiyHJLSLuJyg6cFGo5HbyDYv1CEfYLTdq8oK3MNxfnpA77w//+f3Dv7+3cPk8eM/w0//PX76Fxv9kVGJhWOEoJLgAQ1oUtPQZNIeHz+dzJItMNgs87LolaWXpDGQYZAFmL1DSik1UAMIJIIEnOBNUfrc+9x1BmjrFDog98DqPwEScOFj+nwp6Grr068t/8UZr194Uz27MMBqPa/GqQVs+v3+9mZ/a+Dmx3MJddtJqKOLM43LVDfLul6EaDNf5N5Zx+xAgOZXM4eGlRRgUqOmEM2ajoNqw1HTou142bYpNN10Wbcgk5fK1jjnMjYm5HnKXMdpiSSSIImk6xA1hW4+X8C44WArY2859QecVcqZJtKQWFry0eSd9S2HNjlJlJZljqrIPz2c/vZXH5ydLE8Opk/vPSmL3BPydiGT6YefHHaTSWee/PxvfvbR6cHOq7dv3bn90u3b2ah/tffpt7/VsXZdrVmzZs2aNWvWrFnzBehydPDZdl9FiUghCZ7syOUmQ5EPOpctDSa6OAmTYylJXVDKp+fT87NJBCOv3KBv+xAHznAxqqYEApGyKlJgaJlLvxIrXZjWzelY58GWHNvl+WkzmU4AtcaUvWF/cz8vM5s/IapNmppQy6JrTxd+EH1uZidnR4cHIbUYuHzk7YanYW4XRTmsvEPXLjA7NYtXSRvbyWIxPz09W7RLX9o8t07ToCzLooon508fHxw+eArYXmF5dro4maWFAK5exN+9//FB2/WOjl7+0x9t7e1VZZV5h1WOFV8EKH8tq5wrfT4n5qqTIXr+7jo9//Hnrc/F81YPWWdMlY02i6oHw1jOMDkJzaaVftlIVs/bo8m4iShL9PIkOgtYMMiwh0nQCI2iURGARKqj3nBUIWc0Y8xPYrKWiaF+fN6dno6XLYo+dq5lWxt9Yw1O9b13j97/cPzw6enxHNu38Ff/Pf7dT/DaXZ/5CYRIDVkPAORACioR/dHp7MHB+dH0RDPpj1DljhEJEbCgDDxE6LVNS6pJSZvkcrZZYY2KsVDbJNuGBAIpNC4tjwx7wHyhal/lIPmDoef+dxl8RgT1jvLCVD2zsOn8FOfHurlZwfSa6E/m8bTpWoEByiwVOTsDhlmN7DKxkooISPgyVwgAEbExSKQKAqmKCDSBxFBiUhPRKXXlIM9yxCXGUzw5iftFFrJKoj9t5HDZnCfse/RdGORDpmK6DPOxZpN6NGis5UwY0aDLwtHs9GAynrfnHTRzvWEPnEBtnrEKUkA9j/Ucdgig6Fpo0tA23mDUc4V3kkIISViJzLct/JVW/jV806Zf2SSg8x69PsoKtaBeVovJqPLwpu5i/mi8eDyfLi32+9jczHulI3SAJ/KGORIrkYiJRkye8kHqjTTPERvMztrzoziUzKvpand0Ws/bJuuhN0LZC71eCfX1ifntB4tfvXfyd785fLrAW3+Cv/wr9/brZdU7Z3LOG0NIAkBhWkiELetojs+m5+NpEhQlitI5n/ksNymiIwghApwD9nw8aUOTlZLlLiNn1CMWsZbxom1j8Ba5s0aNgSXV1Q4ToPC5u+1CrqJnlL7Lt4y+8PmXVfarv7byD+rl4C4gimSM7ZVmZ5hvlzI2c071Yln3Fqnwcw6L5flsPJk0ZGyW9QvfL7KMYQHLsEIMZBZBKQp1sFmvcCNvqybqcT0+lPEiawrHIS7qdjKbLBfRWtvr+3LQG230PU172WiUly6l+Vk6n9nppkOyqQvL7uTseNo1KAZZVhTGDStbqrGF2FzadlFPp7TostpUwfFSx0en88WEslSOnC9zcGldHxQPHx0cPjpkY5ymXmiK0B0+XWCa4MrTT++dNtPNepJV+f7urjX9b3be/v+NtXS1Zs2aNWvWrFmz5l+RzxvzZ/wrq146rYYnSiYPM2y2b3b7U8X86PzBp7ubN8osS018cnB0cjIWY6u9ketZtfAljAMrELNVpLqqgXjDod/jdoP7w9a7RTs9bo436JwyqrRNB0+eHpwewqO/Oeht7VGxM48zzWhrx928zjFMZh98er13/ZpjM5ufPHgyPZv6shqVbmN7s9rZzDY3uzb5rWK0kYHIjR8v3vvd1hblaE+enN//+EGrUlwb2kHhesWNu6/+9K/+0/6TJ8uQpvMmdnHEaagvTY7mn3x0cDqui2v7O6++svnK7Y1Xbu7t71tjoLpKffk2ce1fUfCrzvGLrqtnl+TFeCVadYgut+i0rOzN61sfPD6NE5x/FqeDXmeH9aJ3eNI8PD1bRow2sTNMeVarbdVmYAt2iJo0KSQpmJKzuj0cvLzbf3Q4owUefxB2pN/t9yUOHx00p5MYgWs7uH493xj0oNXJ0+X77x/97oP6bEH7d/Xu270/+bPtO9frMvcQ6urEKYMfQS2oAzmgD+lP5sdH59NAcbBTVP3aM9yF64MAi+QXM4zH7fHR4YMHHynkRz/Ze/nHb0GF2hSxczxLp7OxtdgYYNjTsrRs7RdyvC8NIlensb5QzT+EK1Hs6qVW4UHJZ6nXT1mWFoL5uXv60L42vGn86Og8vnt//HCyDIyiQK9oq0wdG41O4UQ9s8NVUPhFDpQCSkyGScioGlVhtY7gmIxkVogJbERdGG762y9vLHFeL3Dw2N3sbV3bu9Vp+cns7F49qSuUQ2yUYX846rny0eOTzx40RyenVS+9+b3rN6/t51piYQ7O64enZ2cNUg5XSVZ44sBWB30uM0iN+UnX7G3S5mZTu0XTqzseT04Wc+zfCqO+65Wlt57xzbch+M648F4pQIbgiBQQ0Lw36G/vuuEIYYLFuD9+unOtvOZyOZnLewcP700WXYF8hKoKha9Yh9AcpmAiJoWRKClCxcy5wOau7lzD6QJnj8P5o2LPbc4h4xP76cPTp+dPyxEGIygORbbQDu8/Cr9+v/7NJ/Pa4sf/bfln//HaD94s7+waiSklx+QUUCIyEagViVyP3HA8m07nseqh3EF/mDnv2DGcg6Q07yTZEOn8vPvlrx48PV+8/L3y+2/d2dnckJSnODif9o4mTxetgpC5NChc4bwBoCtVVyD0/D6DeN4z+Pnl/pss3wu3Ny6XAbiQ1pUoKkSgAlbqMhdGVbvVW6I9Pnn0YOjtzWsdz+cH9x8cHJ1rr1eUXPWyfukyBwuwwCisgbOQDkG9cs9W1mw4P2qdO+rOPpt9dM9fc7vXzHxRHx4eHp+fxyKvdrar0TAf9MsK1WZ/uFUUWafzJ+39e6Ff9K7Ffu5Onjx5cHwUKs++R7nb6g82RmrjuSnU5tqk+eL4cPFguC2DIjezk/bBwyfTFHo3tsxOycP+7dfe/vP/hIOnx/P5om1qK+pjl80nbjF3+fzeoykGg9FLt7MbO1t7e5sbm7nPUoQxX1LG74rVwOzXunr/7VlLV2vWrFmzZs2aNWv+7VEASnlQXWrbxYlUs1d+NDDYmRxOH7z3Xr9q9eZujHj3nQ8//exxtTEYXdsf7eR5rpYodaibjpOqywIhaWa05xz1Cm5Gp7s385PDbFk/fXLP7uxqVm+NT8a/+937D44Oq+3e4NYe5f2OMnCwVXbj7kjGOwfH7fKjD+tsntldjd3RR4+fHJxw3tvfH+4Mr/u8L3Cx591mubHbD+N6+dn7Uz/f+97NrHCTz04OHz5tgeFL+xt3b/Vu3iATf7w1fKWei2ruMyvJzMc8m509mf/1//kPv/rgs71X3/z+n/83L//orc3bu1SaLM+cdRfqwr+aueerWc2MGYBWDhzRJTu88vLevcdnJ0s9/N30kSuuF9unh+H9j44Oz87yHq7vY3cLwz6KspDOd12miZgcyCgMKIGVbRyU+Y2dzZvbs/nUfvzOciTDl6qbZ8f2N787P56EaogbN7AxMhIkLf2TJ/Le+/LbD5bZ7uDO96/dvtsvqizPqJnHGFQDcle258ZRIltQnkEroK+0mMwWs+W03O/t7vRGvcobS5pADDLL6WJZG5Hin35x/z//Z9nZwXAwuL5721gzn7WnR/zRvUcn50dFjut7uH1rNBg4ZbmIoL7w+3xhUk2fqdt3wRea9lUSdrSuGwzT/nXW2iwm7tMP21c2imvXtj/47NFvPxufdiEfYWMLw4H0cnbgZctJDMgr1LnEdGHh08utOUUEzEoEtioptsIJOWUmMQtBJHEkqofD/KXbo3nQ42b5+B5/mmWVHU3b8KuDk/vzRgcYbmNnxFtVJaE8Pjj+5a8nHz2UcnS2tLu17Re6MTvG4Tndm0vN2NrB1pbNczcclMtpKPJ4fRtz4Oxg9qCX3yxueVtOlvL4+PD4LCSBZZS5bI56noVEL6LSVzOt37yef9DKqKoQMdQqGUCJE6QueuXu9Wp/r1gs64efzC2OfX3bvzL85NPH73xyME249hL2byHzNWFL01CCE5hAGm2Cl8SdRXCm5Yy299wbb/y/7L35cxxHlib4veceEXkCSNwACRK8T1FSSVWq7qqpbuvu2ba1XbOdtf1fZ3d2x7pn+9puHaWrJOqkxFM8QRyJPCLC39sf4sjIAyBIgiKpis9oYGaGh7uHXxHvi+89n/ruh+1Ht+IfPg8XvWbPkx+/3/72hxs7XZmex+oRzEz1orjT2whv35fPrj786tbW8SvrF391ZuWYtca5jpFQ+zH1WWK3Y2yv0YgriEljdaYfNja3zca28ypYXg2a034socAZCBCqRupYQvrpZu+P7+9+dR0XHnUa01O+tx7v2t1Ns/GI7z7s9yNMTWN5IZhpUmDVsCkES7LpzqR7Bk6ig0yQxCt3gudn3oUKBjkIMalyrOi7yK+b9TML3Z17Nzau73z2Ub03dYqn++2dr7747vY9CRbmZoOgOlOt1UzFh8TodcNeGPeNFzQ8MMhvCrsw3vRajdWTs49/qrr+w62vv96c0aV+s/vwwY1vvr3100/UbCwdX5maranH8GrUqNTnG2vrs1sb3ft/+qgWhkcuz2xVN69e/eHr23e0VV+cW1s6vtxsNIMgVM9Up+srxxYf7fiPbn1/LW7Xt9bRrF6/9t212/fjemN2bp6WZ3l2bm3tiJlbPtPrgOH6/QAahH29d2fn+s0PPvzqQXyrefzkm7///cqlM43l2dm5VqNWS3irdNfRQusVQ+UfClT1lSKwSuqqRIkSJUqUKFGixIvAvo+8WWheVYpJOdBggWfXK/FOq/vw3mcf/fGH65+vnVgPHb//0Vc7PXPl978/8+7FtWMtjzoNrx7u7n7/5bf3725UW0eay2ut+Zpv6x3pbaJXbdV/84e3DdU//Ndv/+V/fHP9hy/Wjq/dvX//T198W28uXHj71yunz7aWjkw1YdCw/Tn/3CraN2/fuXX/893+9c/6PyyJ6oefXI145ujFd49eOL+8chZSvRt1PZa1N06H2zs/fvin21c/ffDdx/1rZ7xa46Ovf/zmwbadX7v07plj77zdaTaVY2+muRyYWtVS2K0TmnC3v/52K76rram2RGG9snD6xKm3LjVm0ekBBMN5NOrnRR4Ja9RhcP/+SCPKKCgGdfyqOX1yceNx+E//+u33H2y6jc7Wre6jR52vvnqoirXjePttLC9ytVUBKNyhu7f7uzthpeLXalyp+V419n0F71anzMULS7uR/eDLB3/8t7sb19tbd/iHHx998/2dqQU9cgxvXJ49tjIX9uTerZ3Pv9z56LMHH15FZWH7sez2dHb7bvCliVlIIjJAo+LPtiqrK/XlY369YeDqiMzGZvvuT9s7IRZOyEKrOdOokyjYAhYgY9m33FO2tmXN3d1t/NM/bHz60QetVosN3brz8N6Du9ttnDmFK5dw/GjLepESgABqIMnuYpl1ODni9MF8O4ttTaTF+EqpBnHAWTKxqIJiNu3VI+att5b5h/CDLx/+6UbHD683ptvf3Lx1a+sx1XVtHcdO4MjqVLMeuE7c3ooePNpud53v09R0MDNdr1cDIlIVHdJ2EbNhEheFiGBd30gMYUAFEXS30bQnTzZ2+v0H37S/+iS8d/O7L7/utGX39tbdHcXyOo6dRGuG4RGHVno27FYeb3d+3Io29Nqf7mxXq0fu3unuPH5QDzonzmNtGcdW6tWKrVTM9LSuH50R8I/3tu7c6PzHo1vbd4Ig8B5vP7r74O7mLo6u4cQJtKa5YmFUoZoSGVQU5uxnnivtH9B9/65hTfb+Swkao0IgJeqBQ5ju8mrj1Okj29uPP//8/q1r3d7D6LMWf/bD1W/ub08t4/wVnD+H+Zat+vV4e2Zro7vx+NFWdzuYso35amPaa9RgrAtq0ZH1xm73eD+8/8EH9/757tWN653AD7/59tbGJmZXsb6O0ydw6lir0ve+uPXg0y8e/8dHN757CG9p+4OPvr9xKz41PTPnPBdprMpB11a3V4/p0aM03+xXfJ9crbtbuXV7+7vvO61VtFqoVWPiOIo7FjFRZAPELmSqVLxZaxa7u/c//QRbm5+fPtG3Ut+8393YdN0oPnmyMTffvnRxsTUlge+MBUQAhTJghwNVjSkHCU9UkO5Jbo1JGgkGYIETWOeZYGFq/szKam/j5hdbX7//T73rleDB0Y2HD/79oz95reNHL509dvzo3LF5G6BisL3d2bx3f3Nr2ynqM62p+bnGfE0t9Vxop1rn3rrohdG1L9s3P32/c+2j747Wt3vdqzfubujU2tvnT1w+tbjUVI868MJqbe7E2hsxvvzg66vv//eNb77dvnYkqrS/uHXjxlZn4dTbx985cfTcmg18x2rr063V1fNvXr55q33t++9//PTjne9PV2vBdzd/3NDYX11cPXu2de60zs4G0/7C7MwUiRcwYglcHPR6dG91o9l6/+qNNmRhdnrp+NELb1yyTQaQ7H361IvOs+KVYq9K6qpEiRIlSpQoUaLEywErGGAD61tTrzSWZmlnauOG++jT/+jd2Pzks6uAB1SxuHbs7Pobb53xKsbTOIB02+1b1669//6nqC9e+s0fTl84OdPiqlfZjfs14y2fXL/Q8W/fbV/98rN7P/7wofkIUPiBaS2vnT9z5NSZI8dmRKAKr9ZoHDvafXRjam7j+y/vbNxuX7v6fkRmY6szd/7dt46fOn/lvamjfhiiHfYCcY25mUu/fZf7cu2rz3788rOrH3/qTc3dDVWmZk9dWT777pvV1eUdE8P65KnniRhlFkAU2q9XpDX9mAXd7TaH3PRjI6FjNi9pS8ERaL4PXcx+3JiSY7bVbuvXf/rh2lfxx3fDD//1RqQQwsICTv813v3N8SNHLFTQsw/vdr747O6tGw89j9eOz6yfnJlf8io+oRLC7Rw/Xd+Nve9ub28/wvu3259/9tGjx2Aff7GEE6cW3r5y5uha6/GN7sPH7Zv3Huz0upHDzj3sfOhu3HzQtNBd1CuQGJ1trCziL36L9357oj47EzQ9aw3I9XrbO1voCzzp1Ly6hagQ1ANZEAXNStBoGENvv/224dtffH7n448ebj5+yIn+xMFWcOUKfveX1TcurzbqhrjDCVlCeaSdMaQkSsIR7heZbOKRnLdKlCUF4zCx/0UUAKlGhN3Vlcb03EJb7n765cPrd/A/7l8Xc/3BLqiOy+/i1MnK+gmZm20ACkdxSN98tfXDDSytYO3YjrrIm29VK54WIl5nVYjiuE3SNQIP6pm+sRWwGsueTy4K19Zq253ul9/HncfYeNz94rvvuwRTx9lLuHIBJ49VZlpV2Biyu9CqXbl4uu/f//Da3S++b3/0fdvZH7fbMCH++ld4Yy24csKszAbWSL+3Uw2qZ0+tVKqNfhzfurX77U33w9VvohgxoIyTp/Hbv/CvvLHebIbkukxsjdE4FV6lDN/edvSA/HvuCUVEqgQYKLFhRShQ6/PSyuz5C9XNDfvNl48ePdz5v/7bB07RJVADZy7hwilcPrc8P1Pj2PZCu/m4+6fPv755v71wBOtnVo/ahalKABa2bn65KW5qZ8v/5KN7t2+6m9euOUEkCOo49xauXMa5E816pdLd7t9/tHXzp9vtNvpd/PDNxnc/bPg+1hs3Gl0kfKPXwMpx/OFvMTOzUEVcmZlBfRHO7mztPHyAmWXUKv3A6wdejeAIAophYRvGBrY1O/XWm+/Cv/bh51/90z+0/53/6BN2t9CPcPFK7bd/Of+rd1ZPnay25mJwCBCEAZdRV8n2i7lz5YRm130oxonNnvXyeEYqxOSDpA/LzcbU6RMrkKn7X2x/+Mc/Xe/evvrHx5ub6Earfzh98srFlQunqnONXtSjPku//+N3337x1VXyvWOnzx1joGZtQAHqXjCzcvK87dP2wy++/vjT+99vffXJbuz5u7ZaOd5aOXn0xJm16qyNNP6p13N+bfbUmdpU69adu7v/9unXn9+7frO5bcMw7GBtbeHEkfXLa82lRl9lo9OvOTN7ZP2i1Druq08+u3b/+g879+7B8lbUA+vC8uJvLlxePn029P020CH0CRYwlmPhiLheb/LMbL9SBaSNODbiSCwxJ+Qh9mvWQ9devTooqasSJUqUKFGiRIkShw6dHOdkxJRRZVJ12uupQ6Myfax6whzfbJx9eO/23evdKHImQNC8+Pa7a6eP1aaqBDHMcRj1ev1asz63tNDRGoBer++04VVbDK/f3+l3O9XFIxd//c6DjfaP3/4oqpVmXXx74tLFpZPH5lYX/QD9HqJQq+yLmZ4+8ea537W67tsfvvrG8yi2/nSluXz6jeWz63Mrfr2BriLSBiIj7Pz5yty5s0ffersDCcOYqs2lqVawevSt3//myKk1roGMdQRldRq5MArIj/u9zX7oajM6a2bPnm5G8eqpE95UJXQh9wPLBECeZr9yyqxEUTxHzJORWE6JixwBgHVso1oQnzhR+c2vj8b9H3+6i60d9IGggbfewRtXVo6fmLPmMXbbGtcJ8Cw8D2EkvW5PnDKMIYXuwuvV5/nocbryRnOnu/ngcbTbxdwRVOq49AZfujR9ZLkOA2NcUI+PrHu//f3y2pmt3agXQnZ76G6j1kStiqgPA0zPYKYVBIGE4W7YD2zQRl3nV/TUaaCKM6dqs3VXseSxZTIQhgpsBNNvzNfXogZwxMVh2N9pt+XhoyiM0ZxBs4Urb+LixeXZlk/oG2YmwOlAUEJjGp6iw2CB26IsLlMeOD9TwHGy019yqBDFOj1eyEMAUlXDBDii0NZkZspcPj3z01vzgXsoDjGhEcLWcXk9uHJqbm0xhnNRp0caWOsFAapVBAGqFfIsUUpHJmHZCWpESRELdur17oXztfpMZ26J5loKCpWs8YzncRi3vcCur/tvXZ4VbN56KFsh+oTqFH51Eu+cah1r2WrFxlsPyNWXVmpmqkHTbGbiT797eGcDzsNME9Meji7g2BIdmffrnmMN1bU9S/NzVTLN3d7szvbuDUJvF70Qyphu4Z23cfn80nyLa4Hnwq4HNsQKGduwLgs6NsSXaO5xS6lI60kY79nhg4CkdBkRkQGDKDx1trW909lpz372ycajTcRAq4Kjp/Drt+jCyfljy3O+RRz2YXrsR35N6nVUK/A4MhKyGNWYSIl35xZbZy9Mv/WrGcOb/QjtDoyP46dw5U1cPL/arMWdjU5n1zZm+dzF+t/Eu/e2oD56Dv0+qjE8A68C9sEVNBsIPBYBUIVWEfa9anzmXKMdPZ5bwfIcFqe8pmVPCWwhISRGwKD+1Ezv/MW5+uypSr3/8cc/7GyiYsHzcIrz5/Uv3ls8c9ZrNDvZpoICUsAVHDIL7s06zpaMxtJ7MgrdMbK5BymIWNT2EZA/TQvrLdNcuRWfvtPZ3dyMo74fTNmpmVNvvb16en1qaY4r1jqlSI1n+1G4vbPVbLU83wppGDpjfOVarBEF8fSxM/On+ifeirbu3VONUKlham7+7OVTF87OzU+L7UWRCgXkz3rVGY8rSxfOn/ntzuNrj2ErFvpQwrW3Ll965635o3MmYEfaFUO2WZ1uztmZ5Y3o6Jm7laAinT75XtX3dq05ffHSsfX1aq3uCDt9hOpiUkfMBHYSKZENZHp2/a2375vq3Nrx5sKsMqIYFvAAJGx5FmpMxzwuJzXnnr+8RiipqxIlSpQoUaJEiRKHioPu74XEMlQ1hHqlUiMbR66/ennmPy/Mtnc2+3EcifqN6dbS8tzKgvGCwPdY0Qn7WqkdOXtuavVYpNXa9EJjul6pQhUxasarEGIj/aWTwd/9l9mo07eejeFC1vrsdGtxLqhXohhCUHV955vqGs/PLl1Z/cuVS2/v7DoXO7bOBMHU3PTSovoIHUCAMHMVjChw9ePrv/ov//vZv/qrfhg5ZqrVvenpmeVla50lJgWn5oSxsEQQE4TUVSvBfPM3f/t35379XlCtLi4t+RWfmZBY0D+bB0iKgs1JABiaXGdChTlIG9C55eZ7v1s9tt4Md13UD3ddaJtm8Uh1dgGCbixi4EzVW17xguDYpTfW+v2wUuHmlPWDkEhgCCQwneUjlT/8p4XTZ6e3O64vcV+2/Wp/cbGyuuwb2tQtMkZWj1JjunnuYn23uxDGLnL9ftQhwLd+FAmBfAvfxkdWphbmA78a1nwDbsPrHDtr/2d/qjHdmJ5rGOuma0FgLERgGAzEHTiHeKveoNU1F1Rnzl260Ou6KI7ZxEGl61farZa/uOzVGxYETeUk/5y+kAAAIABJREFUdo/408WBzaO8lQAFURUXDhWdblQVEEBUVSnfCJIo7xciVSIQRHVnS6W72mr+T79fv3hyNnLsBX4vbhuvt7gYzEy7JmvdVjxT6UcxWz1/YfH4ycjzdWrKb9QDzxpNe5bECWBEFRzboLOyiv80vbK1u1tpBNNTFthNrrUb7kYaGc9vzQbvvbt49Mj0dsf14iimTq0h8wveYsufq/ks2pfI8/qVwE5XowtTtrW0dO4Ud8JIwazarLgjC8FKy9S8PlNoAWuMxDuKeGa6ev70fL3Cm2eJqRlGO042GtMyv+C3ai7QronUiLFkcnmbougGWPRNyyLQI1HsaNY1BxOdUD4BMz4yd7MlVYmJRVQZwmRVYgpiz++fPMu15tI7v53e7YbdKCJPmi1vebW2slqzYDjHJjL+49klebO2djHuB1VbqZogIJaQWIjEGJjK1tHj/t//r6feea8fhlEvbBuvPz3Ly6vVVsurVQFx2gxOna/MLLQuv93f6cRKViAujjm2Vjxmw55y0PVrvblFMzvjBQGDrOpGrWV+/bvWmcuu3nALi0FjKqgY38YGUEgAGPRCMBozRF5UbwVLK+vv/Gq233WesYQIvNOao7U1NzUFNoLQgQxEoQRIFjp/2E9wn/bWlHvah58v6q2o0LUgKCkrIWUl/Vipj4oXNMz01KXfTS2dvNLf7bg4jpRNvTG7emR6YS6oBGrACvYB4MKbVxZWV6zv12dnvXqjElQqHiH2wQ1T96PYW7kSTK+9Eff6Ik6N72ylNr+0cHy9Pm26sQUZZqteNaTYVXjp4jvvVo7oDiw8Bwo9U19dmDt51Dbqqk5VxQt6ziizN9U4cu7CX1emu1ttciJEav3KzNTU0uJUs+H7AMHFsDCGIKGAlGAcJLS+P7/wq7/+qyNXfsWV2sLaUVvl5EUFKxTpLUaLLpej5G6mhFMwQzIikF8Z779nQEldlShRokSJEiVKlDgkZPu6pV+KL84nO/uoqgKG4LMSCP406jNYOnWCREVVSMkaYUQOsUg/FAIpjN+cnpuaWfItgH4fIFiLKILCA4Mo4Gp9aX322OnT1gCEWOEIThE7JSIhJYqNZWitB1ClXl9fnDoRM5EKiZKAYBALklg7zolzysZzgLDxl5aOH11hAzaIFWEENohjjV3M4oiYAGYybBIzIabABAEAqmCttXDCQhTqksjZoKcPl5QTJs+3+1pRugKA0lf5BIgDHFjA4fKJyvLJZTiLGPAY1il2hToqXXHGsAcNTUCzCyDyiCriRDVmZlAM50AE7lIjXpqpLZ0IJIJ61qEC7lojcBFjF+TXG1RvmKUjBuyD6lAADBCMgWoUxkxkPEbUAyKwQD2wQnZh3fyKzi+vsmFAoRbsFaLoCLQL1wXIr/B81cyv+pCmOiFjYQHqQrtwoXOiFBEbEqhyGrQ+RbGVxyNKF76MmYV72IlFmx9jXm4pWUMgVVVxjGiq0q2v1Y4fnXWwxESoWROpdMJ+m0EUqbhY1dXq3tRMXYEw6hp2nmcI6pwCrGlHs4gAofWl4aNSj+dh2ULhVCtEcC5WFc8ja0S1t7poj61MEVfCMFKKjYlFOtDQEgmxY4k4YrvjkZv2abrpn1mbtyao+x6inrhu4EMQ9SMxDEA17hMp4Jjjpbnq4uyyiGdNBZhzumRMqNoLw111oYVleHCpnkSAycKroe8JtTUccenAGFfMAUKsiUgKZKCWCJA2qDu7GE61jOfPgG0UqzIzkyIici6MYYitC2qObTTVqlnbUBerCrFChACocxIxR41W7dJsXeIpEVZRUJ+90BgXRV0imKBufa41zMKyfx4tKAMMl62lqiBS0lh6kesoQmPUGOuYRLZq0zg5BdLZwDdgQBUKRIASyAcZSB8IqRo3/O0GGkurM+fPzYM8+D5cF/Ej2F1oF06RChiT0UyAQuOUFIGmPz4xrJU+zRuNCUi4FxYA5EXwQFC/Nr3WWj5z0RCi0IGNMCJF6ACABSIaqpLhueWVo+trqtjphWKM75E6QC2ZeohA6978uZXAqxlmBSRZ0i2MB8cI/CB2yRC0QtZWK9MrzdbShVa96iviLuAhMmgDHQ0tM4uLHIQCJRMBU6tHp5dWSWGsIbAKQIhEY1XKuKeE1HNgESUCjOfYSlCdaUxPHYVwevNiAkku3zwoxnvm9eWuSuqqRIkSJUqUKFGixOFgSMmTe59BUiFWZoVmuogcBKFYwAw2iAAG2BITESAEUZABK8dOSMHGMieJAMB6kBjq4JuUdWGC9aFAZBAxRAeFMRMEhqCqogpGDCjAFjFYVcmmSUVBFoZINTbMREYVTgGPhREyyMB4cAIFnAMxrKYKDoiSQiQVgSS2MBtYAyeIHAjKTCqqmnBFzwji59nCnIYcOCmjexIblQSIoBGoB9qFMWADzwIxXGhYldlQAFiNYqiyARBDDTERiJgHO/SRwoRAD8YxE9gYilUjAoMNkg3EDAExIGABEcAgD2AowPAqSZcIPIFKSvXFAFyahwo0BjHUQiW1CCVOh5tJBoAiMRwNkeU0/jocEIPVEKuoikBAZIZJ1iLNtJ/nk44FxpoQKYt02IBPlSWDMggiwsQKApgNgwjokXQsGyIDwIDIOZW4aonIi2MXqxCbStUqRJwLfAJYVSQd/TmhQ2kcJw0Bx+QMQxXEARtfFKoucSwkcYCCY98oqOf5UImhsSIGIY4dsU9MQiquzywexFCPyVrqWmOBEHEXEbGxvvVIIS5WEMgZItEuNPLYkiViBZFVAVQ09gnKniGbmvGJMHMPBlBTZykaOHcepmXOgBIZIs2IVIL0AWXjPI7I9GCM75uEURKRpA4QAqthwBOmLsDESmRAnEZGc46TsFOs4D4zsVqAQTE0UhXPEoihCo3IxEAflOnIDAMMUkIi0oHvQutiYkaqFxPmGBoldA9goRaarIMmVXgqYD0ghPZgFCTQEOTDBiACRaA2qAchGIsBk0sD1nXIF3AytPAmQ4skeZ6g0Gsjv2txedKMhs64SVLEBDJM8EMCMZxnAIhCCDCJyBAKEiIGyMARQDDWN5wF6UqWG/Up8A0jJgiDDMRBs4U9GVuJElUVrDAMBDUykCr6MUQBQihwItaQUWUlUYCMwCQtYDyjUGfIM9AYcQgQGUMqiJ0mrrwSKxFxEjxMKSJ2mi5aIulNJO0Ayvsgbf3J0cHy7inIPQFRlZK6KlGiRIkSJUqUKPHniNHHZko0IzRiRQ49cA8cHCh9GAcAiMBl3wqP4wpSUgLIs4l4A6KAqAvT+NbWEpIg44DHIIIonMIphOAUAHwLg0QuoIATVTCJZJHJFRnPkFNuShCBkA4pyURT8kRjaAgArMrQJKpzoiOjVLuhQsg3f3dxfkWigEAIxMTPE31E5TkN9eGzBzsSUuYZpCohnBIZKCMkMBNI4+RETnQXTEnrJ7a0TfJJVAIgADHiPhCCYwASK0DMFpoYp3FKN6ZEUq4q4dQGHapqRiIk5nSRtiNOKSDnEu2Yagw4QIgBJ1n++TDMxycDJrsQyig8DA3tQXzzsUbbF+PUlYokoZMGSTSNBq8FplcgqsTgvoghEEJQKE6VCCBRQ+CkEdgykzrniCDigMTVMN2mUDmN+l7s5qRcYkq4VQapc+KiJDR9MlMVCghBIxeRAoV2ST6rOiWCKhsmFSBmdeRUNaFNnHPK7EsMR5aJST2QKFQpZmKVKHIC6quGAEMtYEkNkyWwig5Ivj3aW4d6aESF9eyTigbecKTKRJyuLKRQl9YnkVCpg4tBlOihGICyAKoqYjSRViJKhUv5yJGkARmkiHvgRC+W9GbCCbGmZKYAAidEmtYhzYQAHYRIh7KhlMunRHIYJwqrzMtPIcmoktTZDASnGUfsoCHUgboI88U3mc7epM0aD9a29OSESWFJAaOM7oSzE5VSJo7LFutehHTuFOcr0qyRTat+nH5OuR5CdpHpYqDIFvZs0FGi8lIhgJN9Kx00BhSRYqMNEpikWgoiWCUWEEzCO4uk1+ZUnYo4eMZ4BMnqoKkYTQCmbAsFViixAsJIcgBSfW6CLPpa2iJ0oJbO2o/AVLy3vmYsVkldlShRokSJEiVKlDgcEDSPOK2ExNsuf06erJ4YDu6bp89tFEo9hQgFIiB/Fa9wRBA1nEiQkFABAjKphCgXCiC1VSgNi2OgREnQkMRST6LegFKqKTH/CwXmn0iHVAfQ/BqGLmTQJtnljx55dUGpUE1T7xTRJG45kSQtxUSmoHZJ2ZLsLAERkVVVKIgMyE93dCdhYqiBsyCT+icmTBcIqT4qsR0nCmgIiZEPZLFeEuTR6jnLLXdvSuiZxJ1Q05BexiT8EDQtlJQysVXeP1zguV4QEp63uONg8QMJAcQK4aSFSSilNpSIQVZBsagqiElV4DKOAySUthKN0gKqCf0nkgsjSZOhPlByJCwhkQCS8QKUGfWckFyc9IADQASTsL1I5DFsjLEgn4QNDAGaqi8dFKqiqgQHOGKX0t1ANoRY0+GyZ8QqHfDjyOqc/9WERX2G/hjKHomkMRmgLhOMErKdB5Oxqom6MtMJcVYwwRIJyBXOykFgTjWAyZIETbiLjIYorhmkmbdnIkFLq0hKA75OAZeRKJxSVGlj0oClHXLb43QXzow4hWoqRlKCJtOz6DZ7uBMhG+IAgbjwdmBv5LxqYTXWQVMlbUQ6IacR8lazsZ7PO02j1EEKmyUmLBMlkecgUJOsdGGEWGECsIETMAMCBpESKRGTIr+NQUkFULCqiyJJZiUX6kk6uOsN7kf5ToLpza7QDZSutskmqAdBtn8pJbT2q3zj2R8ldVWiRIkSJUqUKFHi+ZEYDgmflGgm0ifyJDzVHtGcRugJZRpYnNnubKl0pyhgSR7AVaHEYKXM+tc0fWobig4FFE4f2xWaWXSGUmubCJqa+lkOAECiBiPGUkpo0cA7jFIRjYxpbIat1SREbvrbeOJXAzpk6yoSeYiCJN2jjpgG9vCAXkx4KGSat8Ry1symp8TnyGVEjQFncdBVQDLIKYFklt8IuFi3rKojtlhiKuZOQSkDldrIIJsYlNkhAtnUHMzldaPGXVF48vx2Hw1/3HMYaEZsgaDKDEtJ5cGqieCDM8FWmh0TiWoyj/IBRhgwQ4VSCSAiCyTdmybLzsrJjoy/o5xSSaa4JlqjjLY1TEQwicpQQCCjZJm8RHmiEE15l2R2gpmVSFWIGUIMS+QprEpG4WStMKllct6K8hSEwtjY68ynQz7xR5YpAjFgAJsJKwFCqm9iTtuSADDYA5KxmukrKRO3IeGGlJJeTJuGCZRqzqBEieyLVRN5kA4qlvNlaX+6dNinYiwLtgP2igAREFK+DEhpqdQZUMEKJF63CXljgEQpJgOCekJTjDVV8ZcnThadzDTtnZ4SH8m8Evlq7wY3i6wriq86hheJwc0imU5D3utAtsyosmg6piXxsyMA8DwYAATJAtYbAxIiGVrEKGM/BYAqg5MbRVITSTSrIGIeurUBnPjI53XWQTDEwRYCQ624HwoXTjSgMsezeQ1QUlclSpQoUaJEiRIlDgWSG7KUvQ9PjR4aWF3DGLMJZeiYqsqkTZESg12T6COSMlY6OM/ke7gTJRYC1OVOJROsL9WcCnmyukAyI15VEuLqgDzUq0pX7QVK7G0RBRkGqSbhZrJd2bJEQKYfgku5pDTsF6sKNLF9LaXGcMGMT+1HM0pt6lDeyItL3Xuk0IkyqbekoMegQobZp9x4TczEwfVO4q32+3oIyAmYiSxNet0KhUn0TclJqgAcDc8OyYisrDkH8w9pMOhB4oyOLEY3L3YnAWn0LtViSDUdyzlJyFkM+EQCllr/SGpIAnI66PVEk8lKgYpClImTAHFKBEqZmoQk1SwO2LCBv1dH7HPo4ChebIEtyn8UNyBDkwQuk/2k/EWm0nL5INRCtwz6RyTxNB5knvLgoqDEW1GhKRc52P0wr2fCu1OyCDogJ8UYYjJORgcXMqBoCUmALTVp/UlBFuIKgjUptPqTeajhJJRSSXuRj0/TUZqfkogpszzT0Z5tL5EsBoMaUzbR97j3IA+C51IXWc6mSk7UuZSfSp2JRcEMy5AY0CQiWe7LOTQ30hpKdstJJHw0qIxQtuIUfkyuIh0RxcpT+qfou6yFIblXWya9zQpO/Q5Zh4b364SSuipRokSJEiVKlChxaJho/aP4kH2gHLLP+zo3ZPFBUr4pLQhA5pHBxbfghJx0QSHxMz+8K5AFdXp9MWJujlhelEWqTikPItrjcmn4xPxcUKLpSMLiD+2ImLc9jVQCmDiCRio5ksleablQvUm1HlCZEz1pXq4qYWANUxKWKGvVbD6NzKqkj8wIuzQ4NmbCZwVMNO0Lw6CghczbnIaSUUqNsdE0lFdeYWgaCi2dmlliza6AiHKPteSfQ0rYJda9YrSnc9pjPMbRYXVZ0byXsV8GaVSVijRMejCnH3JmUiaOVSKD0V5M+T5NeQoasB6Ds3LiJelYyfnibJBkKsict6JitROBJA9PkHxvjby/nnJtm8Be7Zf2GVbOiTnuEzDwgN5xmuu/NO2AYvUG5CUBlHrlGk6nouSsUiFxjoRZTl0+h0OmFxNT4XROdnlNPUkL/a6jrftEWjGfnNkUovFsXiOU1FWJEiVKlChRokSJQ4MO3hajKOHIjb8JPMVzlUdjhl9a4ngxE+mzYbt3Ivb//fVlribxGKPIrzGxow/CQOb58OBrRl4oiEZif6V29TM05D4n5FZdzh3sk/YQ+Y6fAU9spr2GZRonKNX46GBu5scOXmKRLc40WYQ0QnzueClZOs2EcjxgW9JIYwmnCTfIbGCoZ2G5h7jp/HPebc8ydg6EfFTwHiWkEdeTSx+mSfIFL2eFCgcLFO7o+lVY0dIzix5fhWSD1wTJYqc08I0dUGnFphq/hGJEsBG6UzGqhHxxONjsSxeOoZbMo1Y9fw0GxOTEW1Thl4TAz1tneGROuBYa7sS8TyYvuJmzaaoHzc6jYa3UExfiJA2PlDHk+/n6oaSuSpQoUaJEiRIlSjwzcqNo4qP06Jv1wevrF1+z1/Xx/OcD7fsVuW2cCwLGzOz9M5SC/Zw4vmmaqmhaFy31J46MtFOLVAIPbME9a/UaMVNPrOo+4/rJQz5xMEuJ3Zx7elYJDFI5yWhvZns1aOFfQQqUqokoI0fGSh7iJjJHvJEUqY/VCCPzzNexF4rl5heSSMG0MHBHTiqGF8u5B86kT5R6kQ2yTU4aUgg+aRyMi3yKLC2NpSzGic+pw+J1jSh49EnTar9KPR2ersdG14jD6e9JuWRjaxALn1IladKHB65Axswnofn3eUVQzI0oZa8Ue5bxLK+CRsmspzr5JaOkrkqUKFGiRIkSJUo8G/LX+xOfrFPjp2AVFZ/PXy9C4ZeHRK6go7+Mp5n0dcxeGrfeBRBoEiJ62PmoGKBlSHt1kBExIrV5Ivt2oExfMTxDhUfohv1SJtvh6SBY+FOXNOmctC8ojc2V16So+snpracpdDKnkOzxOXETwadkr555dKRXQxOa5Ekh7fY9PEbSpX+zAT9E5FHhfxr6OlrGeL8VtG6DIoq1e1UnTtLtTz90J4JpVF5GKO76pzpomYzBygb18Pjbrz5pL+Zs17DkijDkzamF9BPvr8lbgHGSUrPTAZCOS67S/0fipb1GKKmrEiVKlChRokSJEi8IiYU82cw4nD26x2yACZU4jHJ+iRixVDFov2fRxY1LriSNGz2UZpi3yjU1dCDaZSy3ojDkNSVDJ1ume2CvJiqqnA5U5Hhe+yg4RltZR0/P6CpkXnOqQydhiLoaIkeettOHitNCGKA91EOHhREyDgUW6YAF7dk7REXl4HhuxeZWDMfaH6MIMfxh4tHiob1+eR2n0lMjHcyTrpXSLUOGlKYj+2w8cXtEQtEDNuuMvVwFC/2k2XTaa34UnLGHMHFSj/wy9Pm1ujuW1FWJEiVKlChRokSJZ4OC9g6Sk709niiNeBGgvcraL47PoRSL18wCeCL2MMhG5Qd7ptKxMM+ZOGUQ6Oop1TFPwOvJWyll06TYFLqfzbp3XpNOmai1UUyinw6CxNbVoR9GQ4WNHB0rfTS/vYRV+xBDORWQuD7qwATPbX8+qCpnIquzV4Gjvz3jqNt/94knoci1jFCWuUYnc2kcpJlQi9dAYJXgxdxCJt8v8v0DnqJNJqccz3//yFxF3mr/+T9RirVPueOlJODXbd0sqasSJUqUKFGiRIkSz4w9n5EHlvQzmOFPg/xZf8934DqBvXrBlfqlYUR3M3yEhr/psPORDnirUd1NUTPzRAZwIkPyOuqtRmQeIzTE+Of9kUs09lJyTKwAUFA96tjfibmM663GWz+bVnv1y4iuh4ZOGk5Ig2TAnj54CW01NHieZV7vIb0pVHUs/RNG3fhc2esz9m17LRwdzzM7lEQco+EElIvR9riKV2TWvGpr8UQRVuHz81T2iecWZcrPUNAThVRDF/e67TVYUlclSpQoUaJEiRIlngX7v/vNoFm47hG5DR+K4UQFQ3n/ZGnxlKWfxGcdGOOW7i9RezUMnWCsDxvVQwY4ZdvJjchadNIvSR77tCHt3Vuvb+SWBIUhSfpMI+iJEo0RcPHYASVeY3qrLC8ilb32VTsIaMLcoSINPZhr+8hMnqrIydiTvUpqOB6U+8mrTqp+Sk9M5ki+YOXL58hl7d8VE9nAAhE8eVl6AjP3svFM1aMD6eX2LzXrn71IwydXYq9fn0gh7ZVXOiwUMmlajtDEIwPogIX+bDroQ0dJXZUoUaJEiRIlSpR4Fuwj9hjFkE3+Ah+cn2z2jUhbXqwv4WuLMVtyD4XJsN5qKK2BGiAXYWka/WrIs2msUOxtDI76f40oUJ6qG1+uGT967Uloc31G7cmBSKfhHh1ttIw82zMrSoO75ymyLdOSo8xjpNZeLTzx99EfSUcO6T45ZhXCyE6VB27LJ3LvSes8rQxmmCNPq5VfDhcGsEw4e6igEbJipJxhAeMEFmiU3NijpBcwKZ5pbZ3kTHk4uqzxXA7Cfo0Pp5zwnUS7AhjS/45PjGIXFVs/uT0ZAJjMWx0K9ljJXw+U1FWJEiVKlChRokSJZ8TBn64LzAMl+o3DeYAmBUTBmikZJr6pBkAQQDkJgkOZvajZRvZ71PrVfM5/CtLwecp4AvYyghKFlE0NDQUg6V5mJGOUU55PzooUzLrJbV80G3Wy5b9PlQeisJeFQbtlXOqI7uxpsedYIIAGnnZJSSlRBmiyQ59SrskZ1CpPD6Q9MlwAJb2jGac0sMBVnrVlR0rfO8Uw8otXgIu7Fx6oHrrPt6Ffn3GyFTWGI21coBTHeZGh7/sjO2Eo4UQmcS+i5kWtcoeWaaqPGumsYnseqDL0NO8qco5paP5MWr/2On1Q0/zHsY4qhookHQSfUoyPhBIvnbo6+Ex5RZ8cSpQoUaJEiRIl/hzBzMlj90HUIuO29dM91g0zG7kBQIAqtGDw5xubFQtgKEGSN+FJSGcncCO7zA9XbB8xj6gCymMsw156hqLleliWSNryelgbxD9XXQqfqfBPgRhAqrRSB5bMdZQnKUEU5IZaS8eUVqPmoCZUzHAagozRLBjujD0z/dmw11h4hjGyL4c5OhkUEErlb7kbLxE4MZv3aCTVwv6PlDq+DciXQxrVexFTT5+RgsaIjr1xcCrjGVDsnWSs5tsXZCuN8pD3tBb/G6FNxhRSNELd5mNdhhLvR4cVybWfE4f25oJodA5MnEX5eJhEKkw4IyHOlTTtsEKTD4Z+YZhNvB7RlJFOebZCIYM5SYCm96O8J3JC+9DxWrNhPwt19fys06vdxi9lupd4LZGz9y9vuIzd9P7s8Kq2wL6Pnk+Nvd6ElyhRosSLhRbMWM2+qD6FwqpI8ShAXLC+JbOXCawgAQNC5HQoSFL6HpuTkyS1CAQEIk1/BUOK1siw3iU3TggkgFOAC1egBJAAnNktefiagXWUpRYATMjeqIuO2/mFqLzDLaA0mZpKeatsc8eX95hc1LtgQFoRQxUUgwSIoa6gLzGpla6Smty55o2zxADAgAEZpN4ziqEhVLQCx4aWynD0q72aZ8TUfUXwgjozk/oQiGIgAjmCUxBgoBYgRqrFEgKIlKCiCRGsJEwAJH2AJSJlBkFJCaJKQxqiZ8ZhXvvT9OgL7f0ilwQlARyRgBwkGage1KZDPVsuQZKeRUgHf0p7ZRONTJpyyAM3V3ApIKkCTXTAiw2RYj/3mH+u8rIFceIRUghAybqSrQdDw1GHeKuEKuKRXLKNMjW9c6WDOvmQzIt0hS+0pQqIs9GfFS3Z/SJZ65kH9l9yFxstWdO7FBFYoQyTX4gcGjGcY8It6PXBi6euBo8eT3/Wqw9NiewJv+NVug+WeBWgw39fKnv1Zz42X+EWOBSm/1W9uBIlSvziMESTMxHvuf7oU8YJ5oQSIohkj/UZu5Q8eDuAh4kb1oHzRWKcEEXJY7oqEzixVhJrLyREJjUPrMDokIKJCuxVWoTkR3NHQxYdjWmScGgEzT8xVESVNBGujKgdhppy4tPv2O96YIeXF48iY4WsaSVtr4QigYA0jdee0pC5Lc0ZJ5XJsgYmXq4l0YG6Z3wEKUACzW3B5DAPbYM3aMChjhrO6Jd73xweP5qSHQ6pMk0BBxUgFjApK5AQUpp2EJJZmJu7aQ+pUwi0KEApsRfS8aykClFEBEfqiBRqMqrXFfopnwKaMbw59ZLPBVdo9uRHHlmKoJJqfhJ5nXJKeL3Qd7h7L/NjvNOBl7GclJsEye8CxWld8AwcaZr8K+sgh2QycKbZTZpPtcA5FedRgQWj7Kvq4Jck8Fuclyfp5Y/QA8VuEMAlhDxBANb03+vMMr0QvGDqSvf8ko+nyfeh1wiFcafZ3bhEiefH05Li9DTxEV7kXavE00IPtUNy+0FHjMoSJUqUOHTs96D3TBixxtLzljUiAAAgAElEQVSMC5wUZ25NjhBz+tzFqkYp4aWS6LYEMKeOfYAhkCocUj2QMsRDbBE7UOSMGk8TIx5IbYycaKLEIWWwVKceOgSkerDk9ivZm3NkogjKiC0iyXb4Ygyvy0VWAZRGIRrGqCZr72Z7WQ/QibuTZHSVS5gRUGJ4G8ACBpo/ICfUiQe1UAE5kIBiqIFWBtdCDnCgMM1hwl7xmakHQPMQWgyiwiZuGDYV9yIIf9kgQIkojUulFkSqqWYR5JQjRQQwYFnJaOI/SFnMKiUiFQZMrhEBOQchUigrmFLrp0hivuQHkVelmzUhzEkBEDGzklUwxAKJF5lJyVaKAAehgTIxkQGpAA6KZFGB8nA0r9TZMAubnzMoBkoFVjerDBWnA7L+OdTWGjbtNZMzDbjPwZGcBHrGMaKEiBABBvAykkiy6G6JiIkUTIAMqbGQ1oiAwUsLzRhDYlJJ7jnEycKlg+omLzaSw6wFfhcqKobYAk4poaI4C18lOjg9bYbhVy+U/ShIV32M9c3IbBrn4H/xOGzqqjhYR9uy2Lw8dHS/s155pIszAZnk+XDt0BK/SOw7MJ5NyamqB2Sv8ptbOTxfGYy8iSlRokSJVw7JvWnijSYTBNDIURWF2W9l0wL1M2pXECzBOagDEQwBDGNgGXAIASFEFjHBOqmII/UIUAERfAtQrE4MW1EWAAahQ6QAwWcEPqwPBpwBjPE7qAiYIQQHONUILiQVNszkKUwMODBBREGuWvVB6HQVRERwLrUfhRCnKhQVISPwAI+JFbGLImV4PkAqksTJ0mEr5ID3gNyYKf59eUhsbw+IgRDkQH0YBxVEBlqF1kE12CrYQEPoLtAGehALsXAxWAAnLExN6DTUBxu4LtBBJQZ3pR8SMbEHp3CSsJIQSRnCxI0n8Ss0HkQl6rPNVVo82soTmvnnufnqXl8pIV1HWIbDQCYJUWZmJhEQeSAvFiOogisOkXBHaVtoR8mIWo61QtYnY5KQcCqxiAg8WyeqqDAxxdKPtUPcV/QYZIg1V3EVLq84Pn/m55tBDL6XjpS3EBAlHLtTAtjATzhEJ7GyI47Y7ZDrgAzEBzywjxhQgglgCOyBvDT6mzrAZUKthNhVkChigogqgYkDKKvEqo4QE9xAIISM3R+Yq+Pbdz4fJs0zzaiZ4d+eMbf8SEToEzyBT/B9AAhjxAomZBTgwEePAEpkoJRsMuBA5BkGwwmcSySe5MQRxLeGFSzkEamDKthCFBAQpe85kq0oNGliS/AMhZF0esarqPVEEViwIO5DCMoQHXBYWvjHCguowjlnjLE20/MKXOZXjYSDOwzkd+q9jMf8x6cSRvwMeAGqq4mvNChx0s2Ed+Oi8YOY0S/J1H7SS4Pc/Z4wSXJVWCRSvFpDoMTPj9FVuzg0nmt0jC9A47nT8KHi2C7yWb/IUfoSn6JeEp5ndD3z69I/pwYuUeLPGyKC4Ufb5HPxl/1fxigAFQKYcmVCchaU4BJXsDgm51RAxsCzie8deRw57RJJAFYlcaosaojAUJ8VLlSnFeM7xm4fvRDOQi0iB4vQFwrFSyL92BDc6aHvqtU6LBzQlyjSSC3HFqoEIRvDOBiCOiXSaoB+GGnHeZVKYj4GFfRihE5giAiG0rA0BvABipwPCo3pKpGBNexiYMjzj7LVdo/mSj3gckYmTSfDC/3PDgIYakAWTGCBdkAhSKAEaiCe63ZrTqeq1SlVJ26LjVO7S1ZsfotxBOuBbL9XIdciNFTJubbCVLVDvhO4WGKrsGogSUxmARuQhTBAMAaRc3FsKhWNw93udqXKnueJgAfPPvu8WH7xN6zREoq8FRHRi4g+Q4MJpSJOBEQmilwkFfCc0GyMqppIsBPDxoAwKTyKI8eWPR8qFmoNoiiK1RJPq1TjmIw1nXAnggQ1iPbIhQHgsTVkktBYWiw5e6c/uRn+HJB4aKpADZlKHNt+ZInr5AISC6JIOjG32Y8rRn0TkzgXO8MEqsAR1APVEAJqwVZFIziyqggthUwxyAA2cbmlRKuocMIUG0MNYoqj3SjeNtZZQ8ZyRuYm7NWhGSCTLnzSb/m+rk+dW6F6lOuXaKBdktiSrTCcgxOBEgtZgA2cIHYwBsnoNABDmDihENlAJHJhzPBUbSSqlhQCEmJo2I87qPvTGqmK+IGJBU7AybsKhXWwCkeqFPXR85vW0ziMdisVzwReuw2JUPWBGL0oMhVPACfO800smSHGIAMTo6IgQRg66xnfQwTEgFOogilnGgat+7JfWrwcvBiHwbG2VFAWYm7vmXGQHnilhCJ7rsRDltuIpOzVqX6Jlw8dHyaaPMaovnDx3gjDXHw/9gsepaOTE6/I1b7QSjxPlx7w3DxZHi6UX5GWLVGixIsDc/bCLrujHNwCzxkFIiLISJiWJLiwUyCKth/cv/Pd993Hm2q8vsLF0pyZnl1bDRZm7FzDqGVx5IiIhUCqjEhcKP3d7k737s6dR4+do2Zr9Uh9HnEEptj0dh58f/PmTw8etHviNDCWe70gdtPVqcCrCUE87vomrldqq0u11pTnIhPHJuSNu48f3n8ozsUu3Nndga3Mrxyrz7cqMw1jamwQWHaINX1B74myKoxo1G7fv337kXNmYXF2aSkIjBISP0YVAfFTGSH5zVomvTF9GUheT8dwIQxgjAtjlcDGc49+anz8+YPH7S0Yvx/t+JXduXm3uiYrqzxTU6CHOAIMuOl6fPuG/nTr3tbW/V7XRdIxXtvYjdZ8dOxUs9kyFetVqWo58xy0AZSgjNj223T79v0ff7xebXjLR1rNaTa+sBEabDSP9C+hsC/ez99KI58HwodnzXNcLDChXFFhBrPZ3e1sbruNrejBRtgJd2PUhZ0JejDtSHZjQgxC3J0KaKkZzFZ4qVltVqrE02EUXPuhfeene5FjtqYTbjvTnlvixWUzWzXGosJMqqQKJp10PS/62XK0IXIn35ePzPwVA6pJVH/8QO/c6W882Nxt98AuaKgzG83Z8ML56fmZKosY8hAbhIDU4rb34233w+2w2+6phOQ59iNblfml2vrRRrMqvq9kVTUCQuIQLABLbMKu7e7So4ePtrfvV+v9hSU71QyqFJBnQICTwsYTBIxvQfhqI5s6llCR2NfYc8503b2HG7dv3Q5jp2pN7Hta4ZpfW5qeXZ7zqx4RTOqurIl3OatA+hrt7Gw8fPCg3w2rtjY9s7TQmPEIiHq74c6jnZ82bz0O2xs7rh/5QZCsOiBlQ6xwffUoaM616rMN2zTGWaYoam9tP7i/sRXfubPR7bjZ6ZZhhkfHz57yGzVhUs+kwkBGzKqKJqESa8VRFMo3X15th1Hr2BGvNeUFnm+h8krZLC8Th01dDcZ9Yfinr55yPThl3u/PdvMYaAF+nk58Ui2zCY9EfaiD/QmGVR6v0YJQ4vAx8sQyeoegYiJN31HpWIIDlDP2wDC+ezeGnuMG8qvXGs/P8z2zyugw8FRat6Jg7uCZPzMmviGbKOBD4YOU7FWJEn924PTVi+qTIzMlcaAyxoo5EQEATBAFMfqK0Lmt+z99/8c//ut//T+79x/2Y9eOndrq4tFjV3736wu/uXJisSlxhAgsPgw5AAgNwn7U2d188NOt219fvfbp5zcXj1z4+//t/5gxte5OaHUH7c3bH3/28b9/fP36vd1uR1kUfZJo2p8KXIVNxTab3uKCWWwtnFu/8t6bKzMeNn/autf+/P2vPvj/Pmm3e3EcCsQE/sr6+nv/+e9Wz53p9jqtpVYQMLP2+n1VcRQKOIqk23c3vrr6z//9H7/d2Jg5d+Yv/uZvTpw6HfjGKljVI8QKIVICp7GIhjCiixioDJCGon+ZIII4sAGFLmyr9m2VoUEYmk7b6z7CN59v/df/dvVP3/d7Ag7gV3HpMv7w+0atNjtTVWALpEAz3kSnO/XTzc3/5//+9PPPO1GMfgxYeBWcvYC//fv4wuUGN8hatWwgDGPhkmdvDrv+w3v6xw/u/cM/9qvN/t//L+HlN48ETuPIWSKY4X0JJzTwoUMLb3F+Buw5CPLYaQywATN6UbjTiW/cDv/ff7lx5z76DqIIKvB8KMFZiIEwAh/H5nD5GC4fmzm3dpz8mYcPovc/vPXhx4+6IciDIzjG0lH85r3q22cWp+ogEGnExJK2wMiw3avND6eVio8jrxw00W+wihdF1rnph3e7//yPP3z4wbc3b8L4WF5DpYmLb2K61WS/Ml0zxgvQJ3TJ7ej9O+5f/nXrH/5jY2drW6I2DPwagibe+0u/0bzERsh3FjGbENQHxVAFAsAL+8Hdn9wnf/zx2rXN4yfxq19bY1qe53nsYEwWfYoGG+a9oKsfxAU8rPwG/zHBaFyVXk1D1+1vP9r57sNP/vmf/u3Ro00Xqd+3da8ZrMwee++Ny799e/HoSmB9Jo5JI1JxSjGs61q3jd6DnXvXv/nk7vU7Wm0deeO3vz0ezPmB1w+jqNe5deO7z//tk2tffKOhE1HjG2EnCAPDNVthatpgdv3M2bOXzp1/48QU2wf3bl777uvr3/309Ze3vv76ZhxRbWq60qgeP32y2+uevnyxMtVMZMXEIAMn7v9n78265DqONMHP3P1usWVELpF7Yl8IriIpsiRNdVVXd9fUPMyZh/mfMw8zXWe6Sl0qqSSKEDcQxEYAue+ZsUfcuJu72zxERC7YBJAgKVKwgxOZyLiLX3e/7maffWYWZ1FBKEczOkl/r3n9//2Xhzv7P/vHfzj3/tuTs1NKAhhtji+nG0Ejt5P9seWBf2nQ1SnG8/A/w1hSA2kBdZwXzgLC0CjL3HP22Anu+ejz+OzH3jnW2gBQ6iVicyezqxEfPenw3oPkb3YEYA3TPfDxya/kr1gemab81Ik7+v5YKR3JCBz9Bjfn41fmaRHLL2l+Pq2B3xMoNNgdT+2RPNBU7Yhpe/yWyuPTGGAIwaeyV36f8s1u+s3O+gZ46COnPG2U9egrAZzILXKULPNF4NcnTtTnz+b2Sl7JK/lhhEgMq+rh6HMIY/ETUqkMdgXBhFGe4aNkugSwiXa31u99fuPBp5/vb217mSUJh40x6nB77+ubd528ly/6Y9VyThUFU5pZjUTJ1HM1dJj29nZXb924/sedz1baP7e/iv5LmuWUtBTFcaflAnkrudHXYcspEKvQcF8nkYhyWzvNrNHB0sL0B++WJsecKPRdNNbu3v9ydeXWzuHGRpyxIMM2tlmSHmyPj42poOSMl5zAX5wvCGZhUwZp1lmmo0antd+886dPvvjDxx1Gbn5JZzY11oEcVp06kXNmaEg+JieJ2ThSIn5w3AoYBodxBkAKBjlgF5ljYzQP9J0b+3/83c6D5aTVhnVQLiLJcO8eCkHPseQDk+VUygAmSLqFu7d6n36xdfdBv96BEJAKUR8c4et7GJ9KhWxduOD4My4cxyaZACAkAFjZD/39Xf76nv3jxyhV8MbP0kuvOTmrjWElTzSVnpSu5OXLScXtacPzEtWhPzMDRlRIYzWkkkFQKBUpFyT5oBOFMAQBJBkiAyYkEq0Uex0Y4L1rmJ0CeblYi/167+Nb9c+/rq8dIs3gB7AMEBp9sBcV/SRY8smavAOGZYzs7NMkqO988/4exvabCQHMYMWZ22nSxkbt089bX9w4fLgCCCiDWh1+hPUVXP9k77BTunp+/OzMAE3E7nZ061b3zoPo1nJHUZZTACFuwCsifzcNig/ffrN07kwx72vPy4hTEoKtMsZJYqfVdPd29Beft65/jA9/iUuXdGUsswULxcMyekTDEq3f9eMT8JSZ+mJvwolDeZQnXcAUTBSE9YPdw/WVnZ3lBwfrG2lkSENm3NN7nXiMiwKKL6VvnD13jqWTOYgJ0iViK20qTBjWt/cf3Fn9YvPmnWj+jQ/Ov27CPqQH1/N1SJnVnSQMdcRpZkymmKKkDU4Cxv5+Ex0XU1cj45Yq4xfPVSmftbZ31++t7G41DjZ3dacN6fQb3X6Lo6gT+LlU8/nXr074VZJgayWxy4mk1E0j0wwPH2xv3Nm4/8fP1urtuUtXZq9dTVMjhXTkEGl8KeP1XYQnf2/ybZGd0352xqCwB40AHBgGj6ArwGQQBgQLN4WUYAc8yE34Z0ZiRAs8vg8BsAxhj03QwbdDi9UYo7WWUg4cgC/B4BlWJwVYgIQFiQGfzB6VhTWAJZCB0hDMkPQE1sG354a8kh+l0FN+P1ZHjxfwAaw+IO8O3NE44Rb5RjPnEdLXnwGSHqeIPem+j1yHR86Vk6qiHf0RgPNNGv5UeRT8G6w65sQqMCrjZAwyASEgMUoXfNzKAQd3kKmRQRCPrxWnwPJngnN4gTE60XvPxDGfJI8znp5Hnnjks5/miQefuDUfBd8PMMPYwGF4ckD1G16GLTFAYnTon2klY0DZsJaFICEEs/2z6SRfySt5JT+sjFyWw1isARwz4F5KooFfl56EXg1kcLwYrt4GlBJnNmo+vHX9t7/+ddSIrlx76/KZi4WSJJkmkVxZqa/s733xp1sh7Pv/6ecX5ivch80SRiSR5MhG0WFv92G8v5rVd6AjQTrsd+Jk1vckWccp5i++/UZhbP7cG21tw6CgSdZZt9wwsI3g48/uffzxZwCPT5QvnV+aLgSmtrn+2Zc3Pr4Ti4m3fv5uYbxcLCihu42V1e3lrVt/vN6wxff+69+PTcsshceRzFJY4cD6OltfW/vqo88+/fePO6ubmF+UmTCRIXOsH/KoGt5T+pVHPTroqcc7/QcXAiyshevDCmQOUEo76er9zVu3d1a2kuI43vnV5MKZuVKluLW1tb+7k3Syrz7vUhr9zc8nJ6YngerhXvLx71e+eLDnlPDuJXlmcWZqYqF+EO3sdB8ur378H0gT67vZ7JQLIRgZmAEBUsio05Er6/21TZFokEIU+1FMRQtXjnKu2YHO/p3212gjP45GfMZOSi8Vd/wzagAzA8Ja5gz5XJmZzyxk//v/NvbhB41+HPlega3X68kw8WqJ+8XyxvbNFrmozGL2fCk3Xupm8ZfLe7/9crcZY/YyquOYGAvirm41s90e7i4jifaSn+NnV6qiJJUgGvoCgWMcdpAD/NnYxV/KbH75MtAz2bGJV9vNPvqPtT/dOIh08Pq7Y5cul+fnKp1uo1HvHNRan/4pPWzVHLKTeb/gF6KYH2w0PrqxtXaYnH+rcma2dO1MxVG0urq2sV9bXc/26t1e1C2UFoNZh2CIGKyICgKlKHTqh/Lhg87DB+iHMCnSSFgzYj7ZI135iBT1nWtWj9+ATpBQjmz4gcHwZ5ORM0CCLFvLlkzcb+7dv3Pz95/cPqjHZy5enJ1aWJiacU1vZ/1+PTL7nc5Xv/+ThFOdmPbG8glL7SgmuI4hE0sOa1ura7duNdZ63MohYctIGSkh8H3h+VNLZ3/5T5W3P2jrMFTSOI41adcmIfX6Nz++eed3y6D85Oy5ykRVQme97sH65sNba/1ELF248taH5YmpsV6/fv/+vXbdrN19cFjvaCHfm6g4gZSUKZ06nLjQBZPsrNz74//43d3PHmx8vU3FKU4NsbXGaC2UJDuyayxjYLkA3xAT/lEr0i+BlMTH/wZFOKXAEXylGdbCZ4AsYA1YQ5Ilm0ApsAQNXyM6+ngqusMnjTwGBkUoh1VwwcaQwNH1pBB4SZSrkcnK4GF1hgFkxgAxCauJNRQNsCwDkULEgCB4AEZd/EQs4JW8JHlh0/9b3eob3OdZpzBwKq8VswUN66IOEhGeLFz5TXGr4dk0jGmlE5325Ku+4Iwd4lPMmsiMZn1qLQuhvpvAsUcvaEefegRLicGqJLRBRoOKzixxshItA2CGYWYGCZKnU6UeLUjMANFzkaqfe4yOgHg6/sNf0LpwYqU9zobAJz4H9U7EsNj58ADLgIEAoEYzAkQDCsVpzejRd5ZH6BcAgrCD+itMxmiGFUREQ6v2aIB+1FvvK3klPxkZWKfHFQaPMv/y8ZrxRNBqoFnx6XgVZhC0QEwcR/WtrXtfdh4+RHlx9vX3Lr//N6VyNFHObMOWfnOvflBfubuuSsWL77wTTkFxRqR9QlGyn0X17bXG8r32xkZcayM1jpBkLbPR1ga+Xwxm8hbejD/3vu95WlKdkjWZ7MuWX1vWBzE2tcly7sVr5xbmJ8Z82Wt0l79cW1s9mH373IWfv33lnSuLcwXd3tn7tHJT2P/ro7Vbn90988Z7i5c8nRlfapMkcScuSGStxu7NL7dv3qytrWO/hlyFI6OMUJCCIUbxks/p83iGcf/Dr4ZEyDS0hA6g/bAp1lejeytJ5ODNN/C3f1u+dnWmUpo43Jv54tP1Tz9du3OzBqOrU6bg5T1R2N0IH96t77dx4UO896uJ99+cHfMnuzV/e83p1LLf/XFrrIx3f+bEMfJ+BkoAi0wg47TjHe4md+/W76/0+hm0QGTyhjwifSqB2FHxvpGZ8B31wgi9wos4lr6NPPsuR6+lFILAymjrKMxU5cKsFGocyIhd5rEkLTd7+S83Ovvp4ZluK1/B1WtYWJqWvto7rN/b2ltroFDBhbfx9uXJM1PVrC03VvqfrPTWb+5/8hVmJnD+rCkYBCQcITEq4IahGsH0PfXGX6YwjEXCaV+06tnGenPvIJ296L3/y/kP/2b27MJs1NVr9zu//e1X129vtyLMVBoXp8p+ZergkG8/6P3hi7YzjX/4e+fnr49dmipNFOe2ts786+++Xv5/vtjYx9xZvNfKluYCGkRLWw8oCYz3OvHWRvz13dbWBqyFcmBsjuAN+SLHqy4/ro99z30zdHTSqW3i+eeKsTbRuhd2H6xtfPTpDa8490+/+Ke33nr37OLMeNDbvF+59cX6we++3tk4XJi5kH2QUdFGmVWuZ3XKWU+Z0PSajfWNw+XN+IBk5CkDoSQ7SAEjZFAoVxdy565UTJbarB+4RnFfpr2s3aotb8s0+HovpyavXXn3vbNXZwpj3bC+vvlwY3O5IcvVK7+89ou/+9n8QqG++2Bp0bv/Ze2z6zv1dnL+jUav0x8PipK1yPqUdPOKwu2tr67/7stPPrr76TIypfLVTFvD7LgOiaG5xqe0cQAvFQP/kcjLzXU15FycMHqMgHUHXxrAAI4ECYa0EINyCxgejONfnmJNPz5eAFtYATW4HTMfVXJUjqOO7fWX9UIeoQfMGMKfEowsirv9ThyHQmZuzkhHOm7FDwIhn2iy84kL/fDaxg8oT8EoX/wqL2j0f5v7vuwBY4CPDfKTLRvCVRiZ/S9wzVMO3OF0I6KB43G4V51gxYzu+C2e4PguFkgHsHU/ifvdLEukpLxSOS9w8sXvpi4EgNHbZIDYQAkQwSGAB75gw8fa5OmGmyy1CQtBQimpJECPGVj8HKk+T7pQh5+jM+g5I+W+4Qi86GnPYxydfNgRL+x4aR4cc1SSeUSbJRcAQeqBt2zIxGKwOPJMnNZJTuFWAAa8VmshLNRw/MBMxlrLLKDw9IjXV/JKXskPKCeVmSemwH58AaUjn/GJZWUY7k3MbJN+r7l/YLoRSpNjM2fHzl4Wi/OmsJ+biD03XZwMFvLB+nJkmmnS43YvLHnseyIv/TFJ3G72D+qN9a31exvdrS4SnxJSLIVlYljIGIKUq8uuljBQni34bsERne5+f+Pg8LDXzk2WS4vTixcWikUnjVrNWrfVFjEXbGHMn5+cen1pKvDj8cQeTs4vTE1PdDdSbh60kjBNU8QqCeNoe22ztb689/Wt7a9XTN8UXTd2XZAseMFEuaKkIIYAEZMkNs/bzd/42+9SCENOU5xAE2w+bPRbLer11WEPzjguvR1cupaV8yv5iskHc92d6he2sbtXL45zs1c4aAiKwnaLoz53+ggquPqWNzff9A0VqKrS8ng+7xCSGK1W0u50S0WlhBlo/VkrrW/rrYe99dX9vX3TTdBnRHCsVBhkDxuSOghCDG2OJwfxvcTee04E8vs0NwUzgQWRYM6kYDewhFiqHhABeYAlvP1+XD/czLL9mSrmFnFuYXx8LOdYUe+Em3vcTVApojKDmYVkfjLKz05XcuXNXlO59bivU4t+ZmJtPeUeaeRCEFvGCL16Stt+UNzkOxU6Qae01iY2TTiJESeaBcoT3XOXs7mznXwBgZNX58ZX709/cmu71UDzEO1akjf2YE9v7ybNLhbOY/bMwcKCrbj1II9zc1PXLi1Uxm5s1jgDml3TDbO872ZRHyyNUWlsm43k4YPag/s7nQ78AJqRkWtIDojtJI4yOfzQbtMBH+8FW0BEGBWAs4y+pVAEtYgQObmzZ6cvvpU/cy4bd72yOptbjLr6898ui46xHRv3UtaahXAYLoxIw6RR662th4cN3Y11lzjRMNYYzYAhZFa4Ti6XzxdLQawDC6/oGg+O7WRrK4fbW3v9WC5evFY4+3ZpblKWZGL7W9urmxs7SeTMXj4zf+2tmdcuFYOIqJDHWdtwPvvtepIg7MXNRrsyVXRcp33Yamw83Htwb+/+3fr6lrZpeWaqVWcnCITjaobBsF7tcMd8lKM7AP9+im/QU+QlWJKnUKdT858sZ4KsQIrMRT+GIEDCcOoeeemGceePvjlPHYKTXzCB5dCIsjqOrFBu4GoNa63rjnLdnA4w+QZrJB39HPAGiAhiwGlUBEjWYX17e3uz3tnqo6all88tzE0tjY/T2NhkPv+Edr/I3f9KZPAqfiO79PsCnF8O0Da61PFFRix2ose+G045Ov2W/Xm1aOhdJGsH/mwLgBgCAiRBgNXDUqunH+l5orF4WGDhFEozOssyNCG0aDdajU47iXpu4xCSpqpTZ6em1eO5pL5ZtPUjXcVsiASBYNMkEymrDCAFV0GM6NAn3axDMIYJhqHZWBjJQghmtgwHpycUQdCgNi3LPzs/GRgBVUSPrmynH/+El/3xkT95yWf20YvkC3xOtHzQp0dE/0eO5wEcNfrrwOByQAAEjKeZEgsj4NNpwdsAACAASURBVKoBdGUhhDoxXU6osHwyayeDLTg12iQQ7FoBaUEEUlKQtmwAay0J8YSIzlfySl7JDytPXVke258f/QMd10pnwiBTu5DKZLLZjHUs52cuhnqqsPRaaXHRlKFzaOFgKfAuzY/dEHbcQLYS00xd6bAbS+EIjfZha+fOve37u+2DpN9zIWcgJBJHpESZVb4ARKYhpJsphIBkGEBYGbWSe3eXP/tsebOZlc5evPrmGwtn55VnOs16K0xSUYpEJ/NcFHNdpLuIpdHIF/LVanmqs9cSWRwRW224lYSNTmdtZ2ft5hc7tz5TUTY/uTAzO3UYaniu5yoAxg7jBGmEKxz7CL6R/GCKJQGAZRIk4DCQIo0MnF6CRi/tAxNljM1QUKi7MoNhWGci55ZLU04u7el2PaROQiqxhklnmgnjVUxMku/1nFSRzBd9M15yK2NwXYRxO0oCyLIgAS0gc2Er3FntHWzqNIwdB8oHfKQKiU1BWhw5O4Zq1GPl5b/zrqHH/vL941ZHN2dGSgQpmWCYE9g+OIMlZl0/6N6/29pc39KpXZzGxQWaHctVAl+mMgptuwmdwJUoFOD5KUSbkCsUJhxPEqlCQedyYDbM4lgtHN71yLX5DPmJolcD5Y0IDAghXE8Ix9jE2NTPYXYelcmm8tpERUGVsbw3UZA5B4lFliDqOibw034UtuM0gjHIsljJw7w7BnQU50oexotBLuhDQjg+C5WkIOsb7RsTHOz3Njf2l5c3Go3Ez0H5SIAYwowoh5bZDtzmRAPP7gvoki+9n45+e7EpMMxYYZk6mg5SidJi+Souv/XL6fNvRD7CtKeyRp7DQjE3XZnKq2ba03GsFaynxLgHJyGjudvs7j5c69Ravuu7LnNihSRHOUMdngH4iijrI9ZJhg7pGBT39nZvf3bj1qcbqZmcWLi29M7VsfmSKCRxN250Ou12P02FcHJesaSJQh0JUM71XCF8x+2xiuK0H6cQIk1NL4zWN7Y/+ejj+sZyUYnZpaXq/NiXt3YjAS0pAzJrnVGOk6davN+XKfyXIN8Wujpt+47skNH2a61mjkVmkhaynk4jHQGiUqBxofLKBeSxzTw06h6x004nOx/RFxigYQ4dBwJI0ev0mmGjpzNWUF6Q88fGivmCS4ShtckAwDS0tB4hQx2tms96a0hgEHN0TCuDtuwkzaizu7l2//Zm49P1zmoH84vT71w7JxbjilTI54+DiEen/eSW5+eXk3wUOolU0bfoFz5KavTUO9LRf07rLSe/5QHiQ8dk8mc0aHilR9gpf76loGP8wgLgIQsKDLC1lo847UMRhGG8IB/FYwxqxjyi5dKxcmDNMJ7VWiY6cvwIAFJAyVEBJzuIJj96Q4bpdZ9SvYJPIGyPw3jH6qFFlOlmp7O9uVnbWjc7m6TE0muvld2g6hes69KJHv52WdFHo0rEQAYbdlutWk9EKDN7edeX4yh4AOgENcgAgmEUBGDQ6rTDfkgiZKuJqzPVii8tQwxAlWF/M/NwgXqWXcHHLRrEuokRSJNZEOCIgZP4MfTqdNbYx9HD50Zq+OjHsyfuiR+n+/8R9WGIdB0ltMJgilqwHaYEYwmANIyB9JDQ7vrhQT/OPC/IOdVKYargwlXQxy55Huqzw1l31FQCCDZL2816rdPhLA2I3MD3i0W/VHT8QClhmSHlyTRqr+SVvJIfmRztHgM3+yj/1SiaiEaLjVCWfakqUzOuFNXK2cSfXSpVx5wAnmMFEjLWReLouAjyNanIUGaM1UzSk8HOQef+7c3VWxsmzZ2//KEtZgcbB47ICysdJmXZcaQnXWgMjDcyTCbNQt3aj1aXd7+89bXNTb/2txdff/OduflyHG+nDqtioEoluCozadjtdFs9nwLdoSRWXZkLwdK11WqpUs4JFSWaUiL2ndLsZHXs/TFyS6q4vxfudLImqSRNur1e3liXBAE89OF+E7tj0IeWYH9AuxMMEszCANIBKIOJvFI5V/bgKisBBSaHhFEKQAIbu46Xy/sy8PombfY7mdCFUl55meMhAJIEtYOwzG5Z5ci6vW4ny5pegKCA0hgXxjySBHKhPQ5pY6N1/3497OSvXTpDheAPd3aFBycHYxNYDRaABTmjPEsnPEbHcqSD2Sd9++K9AT7h+Hnc93P09+/Z1hzoP4ZhjIUgh62fsSaOdFaO+/mNTXv/YW9zV2cFnD8nzlQrFd/NkZTCL7pjZbcXGKgMDvnG5MJIam06URJGPWtjT6EQoBC4gcuSjqqssx2WGf2rMamfISSgHEjBZK1lKVEooFS0SiSKlFR54RtPJmRhDeII7ZZOSyjl8/NTxXLQsjHSPmw6htwk5DhiHO5u66RfGUPgwwuk4yohSDmuznL7+71bt5dv3d73fP/Nt86ubW83o4x9xLCx0YyhM5EHiw8Ev5AP9DuUF4XuGWAhiKVM4GivfOnNv5md/+X43NnSODoCRlKUxr42ynH9Qkn6uVibMIrybFyyAcMxaf2wtXrr4a3P73DUnpqf6fb1QcQkSUnpCDgCQ2cKQWRwOAMS9Lvdbj3crzV26g/ubxWnK2/ML5y5PFddKAeixZkbFCulyjiv1XXcl5k23dg4ViVu3BVRZP1iQWZWek55ckK5SHrc6WfGyVXPXZ6YLJcUz5bnk9C5v9XpdbQmTtkYWDEoSfGstCV/RdyrlxO/Q4//ZIAgBLFOk3Zz897Ow/vNBxvd2PFnrpy7/N7lhQvVQEoFJkCABvoK4cm27CnywrGNDMEWSMER9w4e3Hz4++v3dxr90vTs5TevvvH2lTlnsug7OHGWBcyJqz0PA+FIGMRwTm9HLEQE6obtjcOdh3dvb/7pbmsvq8SZM1WqnpsgJb2TZIPjC/1VTK3HZISrgIYDMegJeYQFWkCA2Q6s9xMAxxMcMsPwOhqimfxUSskpmOqoWPHoigywgKABNjRQH9kMwAKi0wjnaTwBALO1bAfcJcYAI6JnTqrBkUyAzrKwF6ZJmmSptobB2mT8WO2bIdt9dCKTJRanQT4ezehTfi0iMfwHq422UEIFJHOOF0yU3Lw7TM12hM4M8sIbPg7IOo0hWwzrkUA8IU8EDQAeZgZZy1ma9pr1/Vs3v/rT9YPlZcoV3min1dy4zJfcSiU3GNkhGPRcm+VQoRyk6yYSJwEgZkPQ1kTNw7V7d25+eq92EBULxZmlucV3Xjt7fq7gBiyHiJwGLMNaaMPG6+sHX93+5MbaRis9jKJCtfx//J//q3thNhi0z2bgBMwQism1rMRjvTLK/zpqzahJJsu6/ajT7UVxGuQKruO5rposBwTwcJaPjj6e2gxjQQKD+g4vJiePPwHVn/oFJwEjjHp+0JNPvt+w08xQC2cLSMuUGGGFJIKAdShyKIHuIMq279f+7TdfrbZMT+UKleKvfvGzD948V3RGU9rAGiaHLB9HaxxVthGIwSEaq80Hdz//un1v08bGu3jx8muXz54/O7UYFAjqiC79oy6M8kpeySvBCbQAo194lMZZEGvDQviVyQWUOCh2KrCinEuC1NokQJK3fqfW3V7eijTBDXKlcjFX0P2+UCErHSVZux42a2kv9JYWLk7MXwjFykEjdFzHWGOMAUsYY2GFFRJwkJFtc9Lq1g72Nvd3Dzr1vp2Zn5u78Ob47JwMAO0WxgpiXk9Me+MHsN2D7bv3pscrU87F1qGzsR7v7Cd7/cQpjlXnxhwPlo1wgtxYZebsmXOL4+Mqq5BC19y5sTK+etgPGdJ3vLx0hAGYoAhyQOz9RqjJE9f671WYABYgZoI1QMoyFZ5xAw5yynOQhOi0fLY+IwHnwU5mbZR2wv5+6iS9RGfcdvLeeBVL55zDrWxnA199lsqz49PFoo7Ew/Xdg+62k0d5HItLuWLBSRMtZIAs12mJr1fqd1bCsWLunbcvoST/4+ZukkC5mpEIGDAz7HDvYDw9y9XLZf2cGIqnWpIv0Qx4Ijr2uDBgQBrQACxLQYEUFeYKUO5F+e1a88FmfW0PM+cxW/GWJvySyigNWYup8tT56d7hYZvbaO8WDoJK6AqZet1WVus2jIDroVREqaA8xw6Y7oMKdqdUk2dN0Reyxn6MIkCAFdpKhkuEOEKnDRuTawJHBZA5SAcMnSEM0eqgmxgjs8np3LVrpa/uostIu2MbGxP9bVkt2sO99urmPghnFnBmDuVCqpSSTp5MIUmd3d36jS/3N9bxxtXq1OSb/X+v7z7IIoZ2HFbKwlo+KrU5iNv+ga3Sb7LuMQOwPEy26gb56vxStVqw2lcBlI8cgwTniSRTN4oP+r2+hPFkBu1IG8iU4mZc67d3du/fure+sf36G+fPXbp40N4UW600DeOoTXZMMNjCMCzAAjkBAqkYtYNWbb3WOky6qVsoTE0tLU7PVgoFcgxxzq9Up6emJwN16PY7ydp6WyTOVK4f2uX7jb1WEkyUZ/3c/Nkz1dkKKWgmP1eqzl+oTs0HopcXiWfV2r0dcgGhjc3YWjqhqL9Sf/Eyc13xqcWfGZaNFBJOPkl2Nu9/+T/++c71u93IK1775Xve7GT1zHgM7ZBQQuD5bLWRlX10Lyay4AymH7X3l2999e///NHdrUb1wqUuY+rc/PRClU+ePDLpTuJW4rkxLB7FxuC411IBAy82SS3q7tX3NnY3Wk2r6+Nnel1PiorvjQEA2WEm40eeBMfd9dMVPv45QvlBZIFsBCM6g+HPYJmhuB+FYa8HwHVdKaUxJoojtpzL5YWQWZZJITxvwKUhx/fl6dJ7T1RAjpAxiyPUbDD6JI6KnjATCW10HEUkIIXoR5HR1lF5RV6apUTWdYmEYSZjYKyxbIQkx3W8IFDCsYAdlJ98UhuORBBSHbXa9Wa93evEzVYzzhJjTZwk1rISo8J3I4YKjQhTTANVgIiP/HUn4aojRx+IBFsIKT3Pk2TTNIVTcPKT8CrFsUnlOr6ClCcWQiYQrNU6M0I5Sio+sZXRCCgcwGhmVMn7hAz+JwFLLASpLOP6QXN/u7a8svH57T5841YvnbmUmxwvFIsLrjto5DBrKjMs8/Er+kh3CbbD45BlKRG5rmetFUIIMSA7U5ZmJou7jf2Vu5//y//32b19tXT2zQ/e/aA65i1OnvVdkFKABWkgIxggAXQ/7B7sbnx2/ctff7zeIfHLf/rbnf32/JmKKx3FBNsFhbDMCAwV0wywthA4xppM6zRNu92u4zie55FlBdI6G7gy4ySpNRq1Zuuw0er2ovGJ6bnZxfHKWC4Ict5g7hNAoBGSOqjurbNut5cmWRj1SQjHcay1zMMwxidOpEfmPAAxzCR/PCVoIBgmAtQAQzEc18kHgTeABH0fJCDpdD0XOnpdEiAzWRz2oszIfiz72nfzk4UiuVIo5YC6oFrS3nhw5/bvf/37W3tOXU1XZmfHZ85eunhOcpxzFYRj47jd7UI6B41WlOpCsThWyI/lA5aShHUpQX/faS4na1/cub7137+Merb43vsxu36xnF+YL5x4YvzkF81X8kp+2nLSw39yFwINbN7BIgkhoYpU8MZs0tOq6yJBFqs0Snq6f0hre/FqO8sqU97MrFsujo/lFYW21+m0zc7W7n6tV6wsnrn0tp/zxktrqsCssgyZhjUsoE2me5LIiCRFR6Rt9Dud+ubG6sNWL5699Gb10lvexLx20erDkZ7nuRNzpXeuTRo9fRhl+7fvfdrl1ZmdTjdpH9ZMIq787MPK7MzYVCm1fUlMwvH8wtyiV3B0nmIvSq3Xl96mMRlR4LkVpQpEsAQGUkHE9O0JPz/ksjikdw98kcoSkbD9sNHvNqQG93NhY6zV8HNjppSrwpvs2zDRvajXS4A0MaluChWcv1j+1a9ey25v7Glx4xOzfeNgspTqzNS7PeTp2s/46uuYqZagU0Kg4WR9r9bMmjG3GVNlb7Ka97ZSGDiAI7SABhsGLKwkBttn4lYnXZ/fqW34yMVf1qCd8I0/675HjklL0JYziYAoz1Rp9dNaGLY1ywDT05ibcieLWdEVknvGOpVK6e2rFz3V3enVH9xKdzd7rutQFsf9qGW7b7yLc1NYOuPnclISEwsiskcNIdCAyX6yladqDf7kcauBvistHGbf2szaIMuiVgO76+liZQbjVfA4Ij9OHKORJujFyBSCSar4fL7t/qe/Cx7Wkvu3aWu5VvZVzgl77TDT5sKlsXK189YbuYtncr5jjLFRn1ttU2/E7S6ki4mpYGJCun4Ua8QG5PrKC0ApBjOexA8OWn17GXAdcq4rPE8LXxMsI8vg2ziPvq+jVq2+sn242WmkLtzJYq4cFHIi7xnTrbdr9ebhvmHrl8dyM1M0XtKuNNakaU/rLgjGDjmtMWCk8WzsZZHt9jt77a2VeqNFpZkLkxevjM/N+S7ZODK2rySVJyvXrl0u8kSr1rnzL/+6MTFWXZptx/2HG+uAu3T5QvnsuelzS5DIMhBRoVjylO8LVc5ngQxNt7+9WSdpgFQYLQ0UxBFKwt9bPci/YHlJ0NXRqsiwGkLAMgxrKTRglI6y1sHmyvqXDzoRlb2lC53IkpBEhtnqLBvQKIRQdpA97iTT5fRrxcyOpWE4DxkmTaSBVPdbte2d5l4zbKX7e52DWje20EzDNPB2eBH7WGnW53dznSQTj87KgDZMVyftJGzqqNc6PIDI28xJ00AbXz5eXPCJ1/3JTkD7mH46SGhDIMUgDajhQUwOCVCaZv2w3+l02u1WkiS9Xhj2w7AXaqNzQY4ZWZaVSmMzM7O5fL5QKk5Uqznfp5PRXTAMYhZ0eis/qm5iTtSE5aGmZcUQjLGCNFHaabfCfthstlqtjk5lllLY6wtBfuAAVgrX9wqu7xSKwfjUeL6QVy45JzJTP2FIT/0pDXt7rdbOznb9i88fPHi4otmkmU6ytB+GbIecL2Y70ARpyNCh09DV0XWPevgIyTquxSaEcISVgkQwUZm/MnXmrcULTrnoTeacx0KvrCB2nGHg5iPtJzp99FNmLJEDOIS0VJxbmL86Vtz1gprwkrB78MWDz6+tuJeXLmXpjOsOKzfQqDadeNY6TGIUiaxGNUOFENaeiGskiqMk7NbT/uHm2tcrd8Io869cfl0bY60hq2DFiBJngYwQE1Jrev1evVVvbW4eNsGLm61aKwqTNOcpjxwoAWGRGatjpoCsZ3WWpcZY0wv7rXa70Wi2222tNWc67fd73d5gusZZ2mp32r2w2et3+8ns7Nn33vvwzTdey+c9d7KgxMgZeeJxo157b39nY2NrdXVz/+AgSVMAR9DVU7plMGEZo0WSeZQceVD6b1BvVUghFRFpoyGtV/CMRZLC98bGK9Xq5PTC/Nzs3ESQk4Hvu6d2AzN6V1LLrU6vcbBXX1k5XFlrWTm9dOG9i1cuzM3CJReQcPuOqCHZbu0vb6y6zbxvC/ONvkgspCcgUqAvhN7bXbt5d2V9uxYmZmZ2/q3Xrlw+t1gYLwUkAA3u2tZWd/3u7sru6hqHtjx9phNmlLI0FlKIo5foR69qvZJX8tcoT2Zg0JFNy8MKuDSoKcKwABSMgIUUjnVkLE0vF5lwq7/3oHFvZe/eQd2ZXjwzW+ayFwSikPF+u7W6XDtoNjPXmZicdMu5LOumuqmzTsqZ8j3pBSAIwdJjQUY6WnIsTexJs7m39/DOSmynZq+8MXv1TVnKWQfMkMJ1hJvPZx9+8Fo+8H53/c71L5e/+ug+VA5e3ikUL16+9MF7Hy5duVCYKgR5HyrVlomMXygrkeisjYwtUaKzOIqS1I0ThL2knMHxRy5VIv5OAz2+20VzADoOXDIKwpPKhRCBR2OBm5dOvSZX7iWLkwHOVDxVSfu0utPYO9hLIigPcYJ+1Emz3MzczAcfXt7JChtfHF7/wwM3wmS5rS1UCVd+Jt9/f+HDn1dL+STnIXBKvSZvrNdW11qNtJ+fx8SikytZz8kKLgIHSqRKekJaIjmizz9PDzyTGPSS5eXe6NnQ1UmvjxildrEEozPoTDY62cPV/e1a3S1hsYqzSygX4pKnC55rtZSEyanxt6/NjwX9P91b/ej27f1GRyi4BCEwcRGvv5H/8J2Z2SAlqQEhIKB5lANkmEjpmS3/fkDDH0IGkQXMILLWplmiHFEs+oVcTomoUcPaslstFlQ84Zh8q8HNuo0j6AyJQSdrtpKd6anZ199e8L2J6Hdb//dv7vdiKwAl4BAunBXvv3v27Z9NXL2audSDdbMMrU6ycxA1ui2/iOo8Zhe9LDoE6VweykNqjIFVjgBZHoRQMIFZvGTW4QvLtxx4IlLSVUIaAS0hLFwbFk1YTLtJe//Gf1z/6PPDnb7rLM5ULi4Wp8fdwDE67bRaq9v7+61QVKbmx4ulM1OxR1oJ4ThSkZR2aDSIYVA2KBE6dJMobvZqW62vb2/342D20hsTly954yWjjUUiJQtXBOOlq++8tlRJP/nNR//+6//ZieNgctyWSqEQV65eO3fh3PTlK3JifDA1PM/xRcF6pOAo1bU27qeJsSkoA6eSrTSkSP6ksYIXlm8DXY3m+sk5T8NFURDEIJsMUmkzkaU511fQYBul0BbaGEgWxETMbAAxSv8MO0KviASf3kuGGdIHPMGhCciwxiQJWbAVcZKJSGtNxpxg2NFxS0++IS9UIPc0qwwEttAZR04/YmPIWDJGAhqsjUlSzfzcr+NPc0YesTZOo1diECBIAnAAgCUSQjIY9v399s7O3tbW1ubmRrvdOjw8bLVavV6YpplS0lqjtZmbXzh3/uJUdboyMTE3v3TmzNWJSiAlwHAdLZACCnCPA+lw3L18gmcnAGKwBoghNbNOsyiOw3a7effu7bX1tV6vX2+0m/Xe4WErClMlPbAwlnLB2PT0/Mzs1Mzc5Nzi/Oz83Cz7puAoBSILcZw+6gnCAGU2bSA7rB1u/uY3//bx9RsQIjNGCIrTvs5iISWYwGZQNHNApbE8yON6BGY9JqegKwkQSEpBEgmxTkRpYumtt39pjTtxYaagJ4uulUdTeSQGZLMsNYaYBVgQSRJCkCWyQj76uggigKwlKaQ20Jn2PUVkLBPbQrk0Xy7P+v5KkJdh3Ks3Hz5czn09Z2enxs9fPAfAGliGemwFeno0GBtrlFQAshRSkuUw01o5DoPTNIujrqAk50s4rlQuhGOJjDXWCmEFQBBkWVpJllkYncVdm/VNFikQIJNMh1HWT5AqBQmQD0TghFOdZlGq0Y86O/16L+x1ur1uL2x3uvcfPNzf29dJ3KnX2812u93p9LppliWZTo3VJFm6k9VtSHdmduryxUUpjqbeicVBZ2GvvbG+/NlnX/3+D9dv3rwVJVGWZVLKk7ULTnKvBvnRTnHfmGEtM2CZIImFEIpIETlSOCRlr981ol8su6k2aSasdcYr0x+8//N//Mf/li+86wfj8ogryAPKVTaCriJBWZZ2Njcf/tv//Oj69WWohbffbzH7k+PzcAAYIBMuXMmeFK5ymZzEIGMyBGMjiD6ibpJi+eGdf/7v/3rz3ka7py9fuRYob2G6Wq4OHkIDaTfs7O0dtNsdKca8XGFycmpmZq5YKCmBE3UMn4e0+ogX/ZW8klfyA8qRiiMeSzSKAU90EDssGMQkBi+5gCEYi9ggI1eRJ9BTVlOYHDzc/Og3ny6vtcqz1dLlpeKZSVOgKGnno87h9t5Xt1c7vWTm0uL5s9WxcXWw1euELTCkEyQp4si6rgILZnY8h2RqjBQZVIT2bq+2GzqzZ0szM+Nzk4UyhANJYGPSVPczbZlS7aSJ58pSkNfkKi+n8kW34KLbaLZq3eLkhKOQkbSwynGl41tYti6EIEFSSU85lFKaGZ1pslAMAjuWHWAYx/VN5RnYFD1HhdxvJyeI74PEklJA0OLC9GuX7drWdmc1uvnFer+7uXZ5anZyH5lcXa7tHXRdH4UxWIKFlI4Dm8RJL836URz1Y7iEiUlkGsghzdDtZf2+DRwHrgMqtFu1tbXN5bV2Sjj/JhaqrlL9wLXlApSCMZFhx7BhcgZEMAgFa5/eD9/zZvH4JvYt735S331ECBgUWhxUlRMYwHnMRHBcz1Gl1mZnfXNvdbNrPCwtYH4O4yV2RSTYAE7G2litTRJ2m0mvzYlxGb4SOdf1fXY5iQ7Cg83Dwrzn+XAVKZKKaAA9DxKzPvbIp9r29G9/KjI0Q5lE6rj9yUl17szYdqN+sI8/fdrc2+bFibDo5DlxtzfrSQQpkSuAVNxPmv1kTGW5boc7bWONBFmhoCR8B0qJfhgf7nemZvREOedKX2e0ubG3vt1uR92JOVw8L+YWvY2HXSlRyENJxHGojQQRiWH0BoEEDHgQA/OjzCXKACAsS2vBBMEQJnJMGJgoyOL1ew+//P1nX93rYubni5cvlRZnRcFPdBq2ooOd7o37u+2Wmpk/MzubK5Z10jkkV1pJliRJpQ3bjNSwiggTYslaMLOm2kFna7Phls9Wz5wrL804JVcqC1ihhGWZKOqatBl2mnHoFfxK3nXLudST+WKp4Ktuo+4eHJbzebIuAVJCkiLhQksSMWdkrAasgCW2cliF9lQczAthFz9J+TbQ1Qk8AEfufoaQo+8cgAANCylkLp/LuVk31cakaZrESWykkI4jiZjI2oGnTQzYJUdI/CN+uhMDRgRNYJgMljUpKx0NxMgojnVmrGYlyD06c/TzqLHfYLs4OoUAwAiQIA/kCHIcx1VSOY6jSTIbkHly0qO/FkuKR588ArAADGg2ZBmKlAtkQLdT64R7jfrq3t56vWZbbWd/r76xsba9vdXv93q9Xq8XhmHfGPb9AECqzcbOwfZebaxcKY6NTU/PT1dXJifmy2N+sYTz5yvVqUCJPMF9ZICPtkcBEIwzmE1ZkvajVq9Ra+we1A+b7Xa312l32mvrq1s7W+1Wp9+P6/X2/l4tjW0uGDOatBal4sTExNbM7FR5vFiZGJ9fOjMxUR0rlarT5YsXFyuVzhGBYAAAIABJREFUsuc4eJZkgYg87qRhrdGo1eotIQPluqVyfnai4gcDE52kEGw0MxNDiBM52Ecz8Elb/fAoQQKD5FPWdNsHB4eNyPQ6vV6t0e50oiTJjNUMdZrSaCziZutwc3N3Z6vW6yWCHGPZGAtYEhBEzCyEPDpr9IsElDXIsozAQliptOdzu1b78sb9ZqPJNgT3k5DW18THqh112tPVGaFkFMdE7DiKiISQBFi2w4RZp/GaAROTCIM0Jb43GQSVqapXmaBCKSgUC5KktTpJIiVRLBRk3snn8kKpRCdx0s+8nMeKWVqIBArKyTLmOIo7PUlGydiiJZFzXSSp6fUpdkTmwJES/azbbjUavc3t7sZWu9mupzoMo36vH/WjqNlqb21tNZt1m6Zht9usN5I4BUFbwxCOm3NzhXJ5bLwyrpRSUuQCH8ZCMGBBYjQ/Lay2Nm016/v7u61m87B20Ol2MaKYWWuflpt8lKKAhinSBsnheeA+EAQh4CjpWhaZ1TFioFdrHJ/eqHcW5ufqjYNe2JmRE8biRBK1AeVKjz61kDbqt1qHezury83efpYVS+PT5cmiPe9MF2MBCXbIeK4cI1JpakFwPcFIlcpgumFn7+v7m19/fXt7d/fWnfs6suOT81GUCiGSJISXOejbTnu71t1uJAfNyHBlujq5uDA9PVUeH3OG5Dzmow3gz5liP2k9+JW8kh+xPKYDjVKzDxc0ABjAGUbDauvEGbTmnHRUzOj1D1f3b31267PPb6hC9WcfvjH3/nvF8/NOiU3W7Rzubq9trqzuyCD32vszF99a9KnbqKfWxrDsCt+mstdJi0UFRxmdWUPQxiYZOuZgpb671jFZIedXCpOTE9Nj5TKUhLVxZiJrTb/V+/J3n/zx9w+itHT+2rsL5xcWz1SUSrv17vZG4/Yn1+8+2Pyl+c9XvIvka1KwhDjRQoEYjpRCipzrlXK5AnKu53qB70gohmJ4lh1QDGjxklcuOlUL57sQfky9FmAJMDjN5/Hmm7O92A0KB3/4pP1vv7FffL4/UdqvljFg+Far/vhSWihKEjlmf2vt4A+//uqTO2li5d/+Z/XW2fFrFy+ZlNd3G8vbO5/+cf9ga/9/+dX5N1+/EIdidz/e3e80Wygt4sLrcqlcclpQCo4ALKxmbVkLWAiwC3aHpDDoAcv/kX46+nj5/fNkTyOGpP/vY6c6NkWIBUgNswNxRoKsQZKYMNaH7e7aDkozGJ/AzJRXKUpXGmISLHVmt3d2bn9xePvm9vqhnZ/BL88tlUpjOTeXpelOfXt7+eCP253u23j/9XE3JxyHnUEE6YhYOXrMx4Ml/wKgq+8W1B05GEmQKzwpJPXGyvKDX1RRSP7jk+2bt/DljVbJac2WsTCVz7IkyEMVMFXFxIRTLOa7nezuJ/f//V/WHx7Ei2fGqnNqZlpUCgVORLeRrS+v3/saBw383a+Ks5PTrbp++PDw5t1EeLj2Fq6+tVjxiofbVknoBDqGIzwhlCE9KF1OBGKLp+fr+N7kW92bwAw9KqYkTd/Jem4cRo3m/trG3RurW6s9JH55ZnHp0vmJaqkQEEe95k5jd727uh0mauzs/JmFq1Xf7HWzbuBIWCtJusLjDGRhNAxBUaSQkElNppNYt9tpo53NVUvz584WZsvKAykhydFIUm33mq0vPr99/6O18LA1e+3K629cnl6oduJevd3uHIa3P/0THq6+9ff/8FrxTakUCRYgknK4Awp4ruO5jqBBmhYaWUOvAg6O5SUEDDJZIg3O2BpiwZmyRkFoFn0gVpz2UxNZJDrxfHiO70oTR50oCmOhojRlmzHAEJYFQESCAQgBJiIpxICHZQURLA++Y2YgI4rBfUWpz6bPTi2MtKLxsYnMU51uu9/r99p912eHoaAsyEiREeAoRwKPAQGPPhTjqNQbs2FiKwQTieMsyAYgggIcIRytOc2MEArSEcSCLMEcJ91+wcWRT7AGfmxz9RGMBaPsUsM9nAEyEIDNsn6vsbN17+Bw5Ysbf7j+yce1GmdZuRfGnU4risI0TbQ21po0zYRQWcYMmWrTiw7qjba1RiqnXKkWcjMT4wtLZ6bPX5gU8tp45aJ0DNiA5SDn9eitxwA5U4PwNBsiDm2vp6Nwf2v981s3v7x9f33noNUJ4zTt9bqdbjOJYiKZJGmr2bUW1lKaGKthdBpF7YPaKpNxvFxlolosTvp+/rVrZ//bf/3lL37xN0JIVz296CEbD8axiWLtKum6+VxheunsmQuXli5enCmXHSJBUIJAzOBhsCsR8Sirl3gWpwsAM1spyKRxo3awsfXw1r3bO23yx8eFUDrVRIOgNUsDDioANoCxNtra+fqTz258+qfb25uHVguQNNZqo4eVB0/EYRINaJKwVgCSmaz5/9l70+64jitbcJ+IuGPOmQASMwkQHEVSImVJtmy/mru6v/Tqr+8v9tde3auqu6v61ZNLsiZSnEmQBEjMUyLnzDtExOkPNxMEScllyy6pnktnYS0ACeTNuHFjOLHPPvtkMJNxHLgueu3mzvb2YbvTSQwgEdmt9Tjee/HkwcMwzKc6TdMUYBqJn/Mor3OMVVm2goRUkoistUQshEgSbY0sFc/Mz124fGXmF788v1JYiIY9HSeddqPT6jQO20lsc7mCZds43t/ZLW4UomExl/NCIID0E04hUp32kfTQTbrtVr+/n2Jfqprlfqfb73RtC1pJ5FSPTPT8+drmxs7d++ufffGw0ewo19XWJDpNdNJuN3UaC4IAw1rpKI9IOY6UTqlUyRdKhXJ1fnF5Yen8ufMXZutTbFKCA5hXLn6mHC+s4wilBBGqterFixeTNDXGOI7zdrlV5lci5yMEkznLiWBLsGSNFUK4rqPjVCnl+35v0G912xZ2GPeOjg+TxAIOoMrVWqVWU45K0tjoVJMDK10va9vJ53I2dwLfr5XKZ2bq9XLh6LD1Yu3RV1/P+pWc4QVnxZko1aD3o77LpsTaaraS2HWs57OCNUl/d2vj1te3Hjxc2z9skvJqC/ULly7VZ+phziU7sLoH9I9bvbWd7pPtwc5xmkhRqZSnp8ulgsr5J22hkxvH+KD0bTT3kTLa+NW3Ud+f7Cf7yX4se/OMxCeZgyMu6UiMkoVhaCEd10FOqIK1aTPeXd18dv/5vcfrQ6EWF2dL05WJmWJ5uiBcHW03W9sbaZzMTM3latXFxTOTU6W018kHouQrdDqUcL067QWBUAjzQgnPRjCRdQx5Inc0EMeNdJg4U8WJ+sxMdSLvKAhhje1Gpk/GDHvJNw9e3P16tXzx5zeuvvvuzy6cOeN7onu8tsPt7r+sP20NX1bnZupLsxOzvhApyLFGcKaCYazgjBjAAmxtyqwBCEBZOBYuoP9HXZlOu7lZGRIFBpCQ019YLMU27+YGrT6+uoNuD8Kg6KMyCded8KJwegqVqgb53Q4fPWt+9Xlybw2TN8yv/nr+l9fnZyrVnKw9e9rf/98Pv7iNnS1MTkZTUw5ZbO/pdkcWCmZpyVu5sLBYXu6vFxPDWkOkEDbvuhXISDg5QT7gwljAQv6+pWH+FN1iX999fgD7HWDYmJLPigQsWwGWJLu9YbPd7Ce2HaGXYq6KhYX6ZEVz2tdWSOkTQsleq9F8+GTz8TrIx/uX1Acf1SrlQt4rRV3x2W/jtScHGw3kc7hwRpR8ZZmISBBM5jHy6V2ax+kvJw7tf46KaExQDiQppFXSftE3fqWT7g1Ts7+LQYKhQSr6fhHzIeIA+TykSGEQRfL5auu3nw11AR/9jN//WenCcrgwdSZqeZ998uLL37x8voVCGVdWih4XDw7ava5rTOy5mF+YOXtuxXaqrgPfVTrSJkLoVl3XM9QVMnsG9oRp/2O6Rq+CFt+3DcSGQQKusL6JlYmj42ZrY//h16tffvmiHZeKZ85fvXbzxtXLk7PhpKfTdnf/uBUdDoth1Z1ZqE5NTtYnq5CHzYOckEXfLXgeJ8YVVC4CDKEhbOpJVoR4EDWbvV5ktfC9QnliopIveY4AExsQLKWGGq3Bw6eba1/fx9T09Rs3V3753vLZGkz3YGvj3qeP739xd/v+qlutL144nyvnmRRDjM+oTGBk2eOZqrAQLOj3myS/MzH3z8v+FFpXlACpNq3mYbN11N/bagx7ieMrKyIWfeKB7PRWt/e3jvYHkWbh7+8+vXunnMsfT7oibwxbLZRUyo0TYywrpTgr1UmvSqxmtAKyliwTScssRaJEnKYt32Xf8Z8/2dxstTt6sNtuhXKm22/fvn2rvfu87FqHhBQKUhmifLk0Oz8/PTOTDx0vE0r+DulGyojPAABmCbCgTDnLjrU1zSh6Q4KItLWJTo01cASzTZOhsembNO0TPOpEpUe8lR+V1Ur+M6EN0DhBgAEmZMLgCsrBID7aeLb+8tGz9cdf3/nii6+/vv9op9177c2uqxzXxUiv3QGk6xYYaavZ6B7vZP+zv/kcyEEu3Lh5zXOvtZpno6F2FcAaGYmEgdE3FpBytDQmiDv6YP34cHtjc+P2w9WvHqx98+jlrXtr2r7W8YVCyfdzhWIoBEBayL7RSZzut0439RmAnJurN4536vXC8rnlxcUzb6B3r4wtYKVlqVkyhJCkfE1+oTL94c9//YufX86HRknFGXQFJh4BVcw8KoRomU6lj/EJwgrKMm0JllkLGKXjvc0Xdx67x4Pm2jcvWsdHldmhIyTYMiwJO6IHZwkbsMYMdnefrT2/f/fuV7e+Wk8SKAGSMk0NEZRSWmvOUj1HMNPpB33yrJEV8sOpKCx8F73mwdHBAYgg+NXoPqVX9e0mxqyiExfQBVZvXk8LBedgf3JyquQ46dbG+sO7tw/X7u2+3G00Bv2BOG421tafFN3W4MAv+b6CA4QWngYALWjoYljU/a++vLW7/3Kq5h8Z+3Jj9Zs7C7E2ReiVWu5XHy6VcqbXbz58dPuTT7/67ReP2zFcquYK+UIpLJVyYZAXoR+Gruu4vh94npsxxsIgNzU1XS5VSuWJ6dmFufmzy+fOT9drbIdsNUkAKcgCEpRl5MH1vOVzK1HMQnhnl5bHaCu/AV0JGiGIOCFbMYOJhAQptiTIsdpKhXze02nErFM93Np5ubmdHLdag6NUawHySfrS8SYm69Ozs7WJWhAEUggpTydvnjxNCXgWOgxKK4tLx5eOth5vb263NvcfHX6CjpIJv1MML07kQ9gi2QrSUjrswCUprNa9JO6kYX9/8+Vnn3z2z//0xSe31reObVhZuP7+B+9/+MHSuYVSyVHKAIlttweDdOsoerg5POi53uz0RH16ql4qlxSsgc2k7K2VgsbcSR7jam8C/GzBAL3Sxvp2gOsn+8l+sh/EmPFvVM8ji0yenSSDLJiJhTBEqU17Ujt+or14uH3n2Vf//NnDF3sbbV27cG35ww+qZ2YL5aAUEKdRr93Y3Hixt5UUwpWl2YWZUk2laTKMVRy56RDRwHS7ejgMOEgSaAspoU0sbaqMTgbDKEqsdK2XC0rVam0iDIiEBsUGg+6wzcMECUv4KNTC6fnK+ZXKxaWh2NPpoFoLJ3JKpgO0Okf7e4f7B05YKVaE6ylYIhKCQNbCGBhLBjCabapNascboQCJ7xVR/zffwfzvXY/1NLmdkRUhIQU24AgOwXYqlfjda+zlJz/8RSeOrEtuJVfNuRNra+Lx044vk1LOLwYlieKwn8YDeB7m5nHlZq5cP/LEUAmzPDsx4QcYgi32D/1bdw99x9nfM6meKBTC0Pdz/hzExFBznDoAYGDjSpqUolSEju8IR4ykTQVYv2rvD2E/JHT1O0CrbIoxIAECSwESIGKpVJ5ULjLdVCCsoDaNyYliNW9VYrXWLkKSeUpdE3GUIJGYmUd1Rofl7YmZUiU03UOnFJJMCBH32jg8iKq5XNWVALPlURnr1+d+Ro7hseBBNgn+nPfmES4kYBmkoaDyVAj0hcvSLy1efqd33ICJRc4JPYlO5/jJdrup4SgIi3Rg0y6igas1cgWcW+EL5wfzE51SrVByJybLniPAGjbF3napsx+3O3rQydfKcuZsZaK6CDuZRIV+Z6ijUs5rkJXDnh8nXj8Z5B0SAmSMABEk7I9Kk6DRKSQbEER/mMdGRMZoJsMEG7dk3BTD9HB98+HXzz//7MnLAzux/LNrv/zLn3386/m5nCuaorE13H/eX3th9pP5Qq08W5st+jOFMB8Pm0PIQeTEfRUPMOjbYQLtCglBkGRdSYqo349azW6k4ZWrucmpYiFX9iQJC8uptZbZJqT7JuoxnEowf6H0znvOuTPdcCh6/XJNTNdDhww67Xaj0Tpqlaby0oEl4QCOAAhEsEbDsqs8z4EFGbyF737rdvpngRr8nvbHQ1cGiICekIONjdV//odPb/32Tjo0ljR5NrY94ZicFY2Xx882ol4SJvB2N/r/+A87t++4FYl8qgWYlJLKSVOrrRVCnQginEwlyyAQcfYHycxSxJKGcXzEHFnhNZr6cDduHGgD7vYbj5482D5cz1NaFkZKYpIQ0kIsnTv3d3//d54TFOYnWbyVMvodzlUWDCSAQGM+lB1pvhNArK0WioKcT6KLNBUEa41O05HP8DaM8ZqszNtDks1oIaFxRU46dQl6ezs8UfX6odeeN7akN6YOZx2sxmhHtmcZQPZ2X9679Zuvv/n0y9vf3Lr/5KAR99LX3up6XrVWnZqayuVyRqcEAQ7SxGm121bbwcBq3R3/bwrT6ba7aWQVBUTeiM9Cr2jhDADWQjLg2ARpD92jnfUHt77+1zv3791+snNvrf3yIB5XkMy4Wa4flKen50qlklIkZJKaVhw30qTTbLbifVgDyJOqkwNmVo5j2MZxRLAC8juWEQNmsJTWJXYYkpRHXhgUy/WZuXNL58p5K6WCcJhtBpgSj7PnsgWdGWN87W2vlGGZDUFLpCruc++wVAj80E+s1YItW2tsBoC99rA4G9iWbRIGaqJWLuTloM9BUBRCxUnqeI4UMkliBkuV8Q5ZjP0SojHSwQogSymEVgKeUiQVk0xBibGUGmnZGpuVFJRyhIGdzPMxZ8ye3J0UcnybWXxOJgmMLhYKxcAPe53+s9XVRB9/8dt/+f/+739Imo1Aets71gx0w2x0+43dteSrIAlIcCqMUZpdCwEwcVIMRFEP+3vbrYFlVXR91R/0PvnkN7/59PMCkr94dznv/fzGtXoQwopBnLZZGol8kKvPzi9cvXZ+6UxdiiiXU4W8p1zX9cIwFzrKkUo5yi3kioEf+n4+CPKFfKVWzSkfOg6IkpO7HA8dAcgwV5hfOOv5pfmFcwxSjpumqdb6FEDJGW5FjIxCDFD2ohQSJBgSUFK4xCSlkcqkuh+n3X6/cf+BNNToRwcktIUDjlj7+XKlWpucm5tdPrc8OTkZBqFSJ3kf4/MUnKz+p4SCdKdqyfWL57sfHR1204MvnsdHW198c7c+G167WL1YmygaN+/XfFmUiAisHCEdOm4epAdr2/cffPXFN5/99vbWkaXSwoWr7/3sF7989+aNxTN1pTQQw/bjXrPZbB40h0cDkcpKtXamMjFTLuc9jwQlMA5YsOVUgCRgM4R/NDBoxH0HMhfofzii6k/2k/052Tjjm8fC40REJE9FWd58A5CxSZmJDLMBg6wirZCQ1k4Cd6g37j6+98mXG4/3mrGoLl2/+NH7Fz+6Xq6XwryDQc+Je4Ojxovn62tPu5N1f7o2sb/qHjstPdg6evqiv7fnKgxaB3e//nwxuVKKwlirYt5xkUwEQjLWDjYOGjvsIV+vFirVIMhTth2aONZJHMcy1a62SrOXy5WnJ2WlGOWQspNXQbGWn56slXJuI5G5nBoMOq0Wu0GByBNQIIZlQSQYgshxHJlIozWzZQFNEAIpk8yKCRF/7+PHty57o4TBTIrj3+tgc8LXGD9fS8gOcMIwhmFoJiYqZ88t9WIyxnFkIe07x3umc9wk3eNhLydKedcJZDGNoyhGLofpaYRFQ37H2iHYd1U4kfMrBUinmKT59ReNQbcX9xLBeWPy+zvOvduDHG3sPo2erzfiGE6MvU3z9HF70GvNT+r5mp8PnVEBXfp3Y13RfwTKw9tI2chXyDg2DAsWBCJIYgfkSFXQ7DV7RxoIC1Au2KYOhUoVpDXMASGU7JImy2APpWkU6r5RrRQDKMvKcwOTzxf8bieJ0Wkn/a5j8y7USQ20LOtplIIyOjKNo58njR619YfrqB/WsoNeqq1lIkFCkBLVSVGtl957b1rrEDrQkYoG5qtb92+ttTsDKIFqMRe6+eO+TiLtupiYxMJiUC4PlWyBi3By1Up+aqJ82Gp5ampnk4ft/W632xl0vYIT5tXTB53GboL+xLPH3f0dpAnaLfXs2VHgc2+2Mz+fLxWDwFFseBSqZID+zVjyv0vfvBoA4/HxRj3K14ze+IUEstIesRKJjQ97h7vtzcajb57fvvXyqIPS0vWljz+++Rd/OTOpckjz6JNpbzy7u3VntbHv+zNzJk9d1VrvvkD7eOPO4/bOge0e9w+2DzfWkXc7Sb02Vcn7LBVSHYs0sXGSRHFqbK5Wy01NuJ6blxRbzYAk4sTaoVGx9I0Hr1KZmA/qC3GYb4teTmnPtX4gi8UArkyTaDiMul14AXwXUsEyM8xJZovneo4DIpGlcZ2gV3TCXaRTU+fHX3x+UPvjoauEMSD0mbrN9v6jxw++/OKzuBdpZnbQM0gMKi7UEIeMFAw4SPuNp5uNZ11oKANHjI/RIjs9AwDxG5gSCRIEEgzYjBEVjT7eIJGAAFIASvp1o/uN9dXGoUc68qM+CRjAkrSQh0fNpaWV967edAgmgbVQDsCvxOky+uR3nX0IGMf7xwLkDFhYZuVIx5XWJrBDIkvEGR4wTrhhWHodJ3t1xewOT37iTPFnRKcFAWZckOy1smQY7wXj2AX9wCv/G8AcTk2k117M1NgtYBAPkA4OXj5/cPvL219/+vXtW1/eWdtqg0TdD2uOG+dzablSqFVrlWqlXK7Mzs4WCvk0iYnJk/lkiMP9g2ar0es3+sNWfzhod6NOl6zNhZ4rR1ppilmOy8oAgLWAEIBlxNbE6bAVH27uPL2/ev/W//v//Lcv727u9LHVlYDnhfVSqeL7/vzcYq1Wy4XhVH0iDDzmRDkxqK91M03bzebR4eFhFA9SY3td2et5Oi0S5culmu8HUr1SJvq20EEG4ZELJVhCSCg3LJWVF/YGUa/fDx3huBlvhMVIHRCC6KSzT2dL4bXr0/i0YAHLbMmyZJJCQgjX99wg77gusyWRHfSzMSyQoUUkpPCmpxYvXyJH1GenLyWxkMJlJstwPT9NU2uN4ykLbdkSERjEQlAGNomxyAUZkVpKBaxgCBIgaSEtkeRR2QVjzem28wk0NX5kJIiIYC1bi9EpyBrDBEHkeU69VltcXCwVihQnx7t7z548ub2+3uAefBn3BgASdDpJ2t3G8QEngYBiMGRqyUKyBaz2iKvEgeWBEcfcHnrK2lB3IqS644n92dzW1vrKEuULCAIThKJYCsPC7Mr5D967ceP9G5dXVqYdGZVLbi7nSsd1g5zvB+NqgIIgiIUglY1IAUBDOQC5sAYiW3Uz2qYBQNJ3XD0xMbm8fAlCJEmSLQLW2qxbiASd7OsAs83YaFk/QQhId7SIWdihHgyb3f5xbyh7g4PU6E6nE8ep6/j5nO+6SxcvvrewOHf+wuLNd6+fXZguF4qSaFRulzVGqa4uWIyXnBRGAJ3Fs7Piw8s7naghK5+/GPoTNS9XsBDaWGhjtXalCAKH0ygxfTeQFunuztbRwWESpcYoL1+8fPPjj3/9t7/41V9cuz5XVgC6wB6So0H3YO/gYLvR73HBLy7UamfrE7OB60gyUto0HiiW1nFTzawhhcgiGdaaDLqSSgmR0SxpRFp9JQzwozLhf7Kf7D+fsc2CLJbZZoIqAH7nNDxxlSwEsbWSrEAM3VVJjK7Ze3n4+W8+//rzh3HqTF29OffxL8/cvDR9uaZcUBJRknpa9A/bzx49e/H4aG+9v/X0abEUEI5JN9LG0eHGfsqTx3ub//2f/qGweu/SjfPXb67QdKWad7yAgej4eOvpiwcDq8rTZ4JCUUmAYFgZTTq1gfSUJRWRP4QPx/U97YqeggvpC4XY1grBypmZYT4pFF3hWOVJbU2aak85xCNk3RIZRmqhrR1pzBAMIQUSAcHC/OGZU+NgD5ghaFS+4w0b5fhbfs3b/JOtiPSWF0tjGg3DpsJFQC4cErk4r1qDQZovzKVU3EsGjcbL5vFuZRpFJ8xJkkbEkYp14ITD0A2sThLdN+Rw3OCkOFnNz82ELVWQ0h8Oms9WD44PMOy2crn90mNWee1ZDI9o9RE3W5Ad/MP/uXPnPq5ew7uX2x9d1xeW5pQiCPMdAN6fiJZLItvQ3+qiH8a+leF16miRIaNkhFCsLZEEvH7fbm419naPkgSuA0eBbaxTTwlJQsJIWBCRlNIKaAmnEAalSoqD3rDnSdK2KPywMj2ZG3aEAgnHWtgsY5DfOLCM2F9v4FYnf/rRNuk/fZLLm+ghwOAUgoVQxgibKoc8CAPqQTWV04LJKxsIU4Z2DvfR0VCEUr5azFfaImKbui7yeYShcp3EaphWQ7oLxUKtXp8/7lLgz1lT2N/fX1/fOWqiH8MJmrUp1Kpw0rC9V3jyvLHTQnAc93hjbweXzuH6u+3r12f9Yh4QWc138HfNjt/Tvv8D/MOoiafHyvjUy2xgeo4Tx4P2wYuNR1+ufvnp435UOPPOh1M33pt//2ppVkmGQzanRMIm6vc21148vn2s8uHUav1RUTLHJoqHjX57vdNvmCZsI+D89tPiwsyNmzfefWeFlU1NKqMoaXc7R8fW2qBSVaUCO4oIbMHESjkQDhtyUhThefB9GcqwkDiUpNoV1vXIdbhazgel0HXJchpFkfJ8x4WjIBKLMHoNAAAgAElEQVQenQssw5LRbA1ZElZIQ6PT2qvR+gYY8J/Mvjd0lQ0fy0iyL8MJkwlyYb5U8JSKdaRFag08IEdw2IuGbhP+aFNzFAAI5AQ8JUDKQkBIIdQ4QkAkBFvwqQgebKa0LwmkyBPUtbBBAbGDox6kyad9GfWPoMool+DJglV53wHYSGEhQEobm0RpPsxLAQJSw4JInNbUZgazZcsnWC4IgCDBp/Y3QQxYMCOxGCRxlKRaa51YTiC1McNUR0oJpcDaEmtAQDisM8wrQ6RGpZ8tM0MCkmABTQTLnBpjmZWjPMdDBo6N23cKXH2dqv3aiz+SMV6fQ9nP2ZFagASM2d9ae/Lgs6+//Kf//sm/buz04sQ1CCEmJuevXLs08d6V2vR0NV8olsuVcrmaz+cwqq0Hl5VjZTyImseNdr/VHXS7/UGr3V99uru908wX8vm8Z3TCloV0YClLbcu8ZgYISiBN0Rz0Nrde3H10/843X967dW9/+5D2zRTUFDy6euPczeuXpqqlufmzE5MzuVzo+0pJC0RKWcexxgy1GXQ7zaPGQZLG/UF0eJgeN2h/Tx/s90I/cJWrpJOBFSPUCcDpiGgm6sTWYSMJAGnLg2F83GofHB5ubm0N2kYpJ9NQf/vM/Ts2+Az/YVhBTNASxk2SXl8nCcdxmsZprHtJkgiVTTHmLI+SbAYMg1yB3OzsJUdNT00Mrl9LiFxmssYSKakcaywJKFdaMlkRIVgBKwhZlrawDEAw2JBmSsFGMGTGF4PkETJ9OsNxrGw1+hIgJaXMRAmJCMwmTdhaIcgYba2VQgVeQcqqlLlS2ZI66A+0VLXZ2drK+YB7cfvQVrziYVQGJJXDhcnJitt3LfvCI6FirS0JtrDa5F23oO3+8xf9Hgd+LRFBMky9qamwEOTZVqsTk/XJQsFvHe+Dh65iwQhzwfKFlStX37l0+eLiQsUREdFQKVauF+RLUqiTexmB28ju6g2QV8JkW5AEp4DN4Ds/KPhB1q1w3ay8hGXOVqJR4YsRmxrjb8Rgm0FZGZkRAIaDbru1s7u1vbu1+uzx7bvfrD5dvf/gcTTU8wsrH7x//p0rH58/f3Nufnp6ujBd9wqB8AM1wq0oU2cnQOGkXLIF4MDkIQOEzvxc6cLywgc8582zLUxevHhucWG2UhY4PjKmp3Un1W0IxSIxHBWL1cL0tDk8qNfry0vn6u78zQ9+efPGR5cuzDkqu5EUiMH9dudg53B/+7jd1iqsTs3W5+uVSZ+cqNtvx5HSRkGR5w8tMyCFHMk6WzbWSiGV47iumwslAJCANa/PE/F7pKb+ZD/ZT/b9zZ6QWTKdmzHmfjL1BNFYhQ6n9zFCVo3acnbaZXKFINYOxQ4NBPSz1efP72xsHw12hjKozvz61393/lc3nCnIHFwBS64CAihOZbfRwyAadLYGWy+2A1LeUHLHdPq6zVAOJy9td9iMui8LVJ8MpgoFcl2TJDbuRlHz8Gg7NvXJajWXL7oOhICFYOModj0RhtI16XDKK+dFlPQHURzFGkLZKI373b6N+gXfdVTS73cMp27gCEVj3gABxEQMYYQcpmliyc+Hju9qayxJC5sSBJH9HYre32b8ujto+T9MeTCSABNZE+so5jR2BCl32DHiCLA6FlGUHh93tvZ2Dls4a1D0UMl5HDuuq4TrSDHk2Ik6rMo513Epdcl3S7V8WHR6WgsRuY52BDhBr4X9nTR9AS0QEgLD3RaaCeIB0EC7jyBAJcTS1MHZ2ZqSaqyZ/a0+1J8IvTrpA8oCcD+WQ/46D+4VkQUAM2sSEqxgZL+Xto8H/e5AMko5TJSRCxSzZjbGaptq3wlSyyoQ0nfa/bTbp1QXdRqxiRxV0kJFxqSucIrwCwhznu87ryr5gOnNQf0f7ZD9J6ervIXDEEBgjskVcELRp35PtluCSStXuH7suJFLPOjYQTvf3KGoDZGDECDhB0EY5iCVBgCLNHJ1LCATEmX0KUngeYHr+kqqQinwc4hTGINuB51dbG+hmIfSA44GrR46GtExtrdAGiFhegr9pe5EsTDCQ3gMKp7KVvlD7Eca5zTKFiGwZK07rdb2wYvHW6sPN44ag/rZlXc/fn/p4/f8uZwPuAawMoI7QGBzkxxUdH9PD/q7+hgqSZM+DGAcNAELHMvO1vOO7u5FzZnZiZUzk35AQhFZ29zdP9zcJuMXKiWnVDS+SgQ0CQITQUqVnVhkkpaECNhyPITJSSEEhISQIEeiXA7DnAto1xXKgRCQAhBWgMVIbkUQS8CClBWSxUioKDOmcaf/51CKe9u+B3R1wjmi8c/CQigKy5V6dXL6yrVrpE2ih1aahGOphB/JzlaPN+LugFOwLBRri1PVCZpQVIbwpcuQhskgi07J0Yp3Kp6THXcFC0lCCpcYSiZEPcMdJ2R2/cdrOxvPjwfNBGAQ5arVcq04qcTZYk4pmQIWgkHVWu3K5XOFnANASDhIhWBO0zTSaZoOokSbjO4Ay0iNAUkSgsHMlkgySJAlSgUlzAmYkCTesN3ppO3WoN8bsjXgpNdvdzrNdvt4d+cooFghZQhLoxQwC2uYtTUMSCkFkTUm4+8KAqTSEJaUdN18SFIZRZKBMWWL30CqTuxHGL9vBivoFCUt+4PAiRA4GaS9w50n9+785vbXn/y3T//li28iEIxTLubnndLcO1ff+5/+5tpH700vzE+5np/L5Xw/IKI0TUZ+cJz6fgASptWK0iSxPBjGe3uNR8trO7tH/WgQ5Nww5+fzBQF1OscSODkkH/Nw63D3wcOHX372xZ2vv3r5fE8ccAViOTd3aXpKXr0299d/89Hi7MTU1GyuUPN9z/cIpHXS8z3lKCdJo1QnOo36g442iTbcaCQvX7afrR6+WN8LQl2tVD3PO83jfMshyvT/WWWlT4VkiG6nt39wuLd/sPoEOacvhLBQUki8pXb0rXb6I3iUymoEa0/rYbu1+mJtb3cviRPrmjG59vQ17Zi0B4I/UT1TLZ/VWkRDbQ1c1w1zQRQNe71eqViM4+TwuOn6gSWOtfY9z2rLxjpCZBALBIHIkoYwYCsBJYQgyoAtZmILa98EEUbaB5TVbJbWsDHGGOM6bi4MCTaJB4HvFosFazhN2BiPAT+A5uDoKAkCfePGDV85/f3jjWd7aSNodkKtaW5u8drFqfkKFZQMHU8oYdgaGGYrQT6pILH388Wv7m0ZW3KEL0ulS9evnjk3p4bx9bOzKyvn/GDQ6zZ13Cedxv2e8MzkzNTcmYWZ+ZnZOaSRZ40CUpKK+aQSdOYevyqtY7NsXhpPi8yPMSAFkJMVYzImtawdRScZzAwwZ2r6BogFgZiI5BgEHYNhxIACJYi6rON2+7hxfLS1ffjw0YvV1RdPn71cfbbeaLaB6ZXlhavvXLl29dpHH/3VxYtXwzxcH5Y7JBMARoywQzq5fvZA5fjTjIJwUSyDZq7fKDpz+YmdfpvFleX6zGRo0ZSUqlD00lantxtOzJZ9YQZ9wapUndP17rlz/WZUUZMX3//1r+fOLXsOyEILuCBYgWHabnSOm63jfrdnh4HqS2r0Wpt7Wz3bF5S2FRtXeSzV0FhjWUpHkGBGtlkIIYrFQrlcLRaLtWLO9QAh34p+/+lDqz/ZT/aTnTY74lUIjKmyI3cKRET2tb3szclIoEyblsZ+g2tjkXaGR52New/u33oR6cLi1euL79x49+c3Zs+gYxEPYSVsNLSajRELixf/1//tv3bbaZw6iR6kaTPwBnH/cPvZ3sFm1Bi4CGvVK1fOXr9am5+cqs8Uy+VC3vXEILFaxylb5Xqliamz1Ylp1wVJkATBcVQh9L2S4GEhdUPHc1IMD9PDDWq4VnZ0Ohz27fZR7/7TjYPUW86X82E+cB3PJYET4XmpWTFkCmGkSNmkJmbWI+1KgqGs7l3WD3+AMb4zReDN3j3d7X8QQvZvN+Hk+tlxahwrJL/T7j1fa25vHHnu1PKFsDxRdV0ZxfnjQ7W1NWg0IT0USygVnHzAcLg+F8wuFl80Ose72FmX05W5NJezQ88O8s83V5+ut8tL7cmpUikXzk/OdBtJv+f2B6qnm7Hp2Z6HfvnoiO482Eslzl0tLF0YLJwxy2dQrRWBdLQNk8BriatvBwf/ZPatJLgfyk57oKfZxxkd0ogMUTUyHtjW8WDQSxwH5SlMTLiuS8wa0MwpszF2yEq6OfLzIshjMMDhrvTrM9oB0ko86LeGrd3uUWuAhQBTNb8YkhKjwmi/T0N/7JM3j7N0/8iGnO7wU7UjR+qwWd4mgWWaOAd7ydMnu+1Of3qmPH+2XK8rQ0G/JzfX+1svO0ogV0KpVCsUin6g8nnkciafh46x9tgW3Ynl2QXhTpm0eHTQ3d7c3d/fnVrwJqaKpWJtem6QJhwnsj/gJGknsU27k53G1PONQz46KM/j7CUszuDiWczPoJgL5Uj0g0aSz3S68T/2k/k9jAEGE7EjRWBpb2Nz88HTtfvrraPexYvvrNx4/8zy1MykC09TKoQRKfNxxEMd+jOXr/w6nF38tYdIiW6qu0k6aLe73XbU2RlsPz9EpVS8dH7q8qXa4sLM7KxyHOmwctVg2Dva3+80mzKYr8/NT8zOQUEbWAaxMdYKsOO6ruvkQ1EOjRrs99YfUHkxX9DUt91u3Oul3WGcGON5TrEQlsuudMAWiYZEallbY4UlaaWCI8EMaBj9+rHte7AU/8zc3z8UurLjgnEZc0AQFMEHYJGcOXPlr/7K+8XPfs06MTYWjtWIdRqbo97d39zvJ5vP13aBtDax9Jd/9cGN9xenfbeorbDEUNoiU2fHCMASRJLHKj8YvSQlCQkpwEQpi2Gi2ywiIjx/vvF//R+f/Wb3sYGEXzizdO6jj9+/tjC9XC4SCQNhYS2bWq00P1t33ATsQ6ZCpYBuHe2sPnu+ub3bOO4MhpqtsEaAHMfLMYSxFsIwEmZt2QCaWUvKati5ikQw3G1t3rt19+Hmbk/HDIqPD/aeOuqf/lnvPvmioKzDKZOwpAAmAcM2YWMyAW5IYvY9q0Ri09RVnpurUFBS+UqtPrM0V1MinwuyhKeRS0ewbw/BcY7jD77WfAt6NY72EI9oIAQgBgaDxtPHD/7l4cPPv/zmzqd3Ii3AVNG2eO3yezc//Pjdm1c//nBleTF0XZJSiox9AwjXzWB16RMkQCzzQQ5hTsqyodrk9OzCQqfb60eD1KTzC7NSuvzGxB79EqG7c7T18OGdL+7cvffpV/c/f54Cec+7UJ19590PPn7v3ekPbkz+7Ma5UsFR0hPCIcrYgZLgCpFpCfkslBuGQa5s2Sip5madxfn44kqv0x5KJ61M+JVyxVWCAPka+eakPRkj1BBZIoIgk6QYtF+a9U9EdPeLvocWEVkovKWdcAJjveETnNyvyJQ3iSWxZO2amJPBzvHek92OIT9fzvu+j6xoMdGoWuGYlMZsASlVICEdVyphjIUfegACEYf5gIjTNB70Ok+fvehHhpTjOMKamI2GZVibZXGNdNiFJTCsyUotMDORyEJ/Y4WsrOGwlikjMTJISik9gjSGmVEuT8zNzoeB9Dy/kAuV48CB68BYWIbjQuhSIT+dC/z33+dqsXq4vpV3Nza/3NZHujq/fP36+++/s3B5sVQv5X0phSKhYJAStGQjtRW9uOIG+63P1+5v9RVdvr700S9+fv3mxQk3mA3cyalYiE22lo1lnbKGlOSFOeG4iTHGSinJUc4onknCWB4VH81gwPEtjkoo2pFaHmswsXABJhhAClikCZgMSDvSAB4AbU5Yn1YhFkhAAuyAHECM0495DBbTsHf8fO3h+ovHq8+e3Ppm/cGjg+OGTmJHqfzC/PmLF1euX7vy3rUrS2cW6tNT1RooAICUSbMYILFwBaCYBAuV8cSEBmf6cyEIsDEgEQE2mD4zE85MTC+lkRL5QurLQa/fdHUaOwKhchXypPNGU28Y94wq1Wbn3slxfWZ5QNX5+QtXvaIShDiGI+ESEEtuyZ2XraeP17d2X8LwUfvel7cO19YKn5aDki+EHrrEBDYknCAvHY8hiCQxJUmaJimTna5PXbp87fKlq+9curgwVxox0V47ObxNYfzJfrKf7E9gJ/uRGKXGZLT1caYz2RN849sJCSMbYc2KSDA7RC6bpN85XF9vbe7ur7/U7sQv/pcP3vnwMqLGcCdv7MDwMLKJtcYJ8wOIqbmli//13CDiyEqoeBjvszkatA8effXy69+8aK/uTp29+F/+/u+Xb1x3a4Wg4uVCwdxLkijuJ8OuTSLPcSf8cDZfrJIcBQkFkYCnlAe2ciJvJuHuxtx/eXjPySX75VKQEA8GWN3qbvWEMzE9N3d+dnKu6CvppACxMQwwS2OVZcdAGkKio2HUIxglRisUv+XVjclaWTPo9WQ/jAm4r+z3q5t+0v0n/Lh/8y2/j500aRzMZgMowI8Gyfrz/tdfcK/98vqNqQ9/sVIul5IIz54evVw3no+Ll7C84uaKHqlIyl55Il0+nxvK6sF2fOeLXsGbSaankrZp7XZu3dvYa2DqMur19rVLZ0u5wqCrlSoJmU9tL0kGvaOguR189vnL3caezOFv/u7KzQ+96sROJRdNFf2w4I0jPfbNMfjaIPzTnO9IEOwobfbViz/o/vNqqmXsvBMBkhM6AIFIOGDT66b9geEA+TJyJV8pFshyW7LIvSGrcwU5O5e/aGR/mNy/tR0tTIqlOnrh0VF/a7e/ediKB6iEmKk4Zd84gkcV0wjfrXAH/Ci78smBEiLTvz710L93W95a2F5dkkYAMyukAomTREHzWN+7s//yRXd+3rzTXIrOTxXzuaP947sPnm4e7BaqqJ/x6tO1YsEH90M/Pbc8sbnR3evxk3uGYolLk3OTM63D4drT1uHBQacHzdvT83Mz9ZKivCAHKDAXrNFprLtHkw/vJf/4z7+NHh/MnMHPP5y4cVWszKeVqgoDT2TZFyTGZJHT3fQf2F86UTEmMFnAsk5sb9Df3jtYe7mzviFF/tKllbn5CUd3BzsvKCAhglSEURxHUS9XKE4uvVuaeNezuUBq0m2JiGzUPGqsPnx679N73UiKmekPfvmryx//MqzVfM/1XZua1jAZDobdRuuo3evmi26lNlEqFR1AmSwlnC20Ies4zszc3OJyvXt4iGir8/irBu8Vl+qHh9sP1l+0D6J2QnDCcqU2XZ/O+9AAZYmCpA2gmMgKShma2VhjtaX0ldzQaWWg349yleGQ3xqw+OOH/o9l3y9hkE/NVZcgCAFYT014f/13V9J+35EEkaRpxwkJgna+viPa6cvdpPCi3bZ6bn7+gw8//Ou/fW82dMMoEVYI4YKUkE4mZjWeNuL1HSXbw0kAsNYiNYgtRUIkHtK1R6tyWDjapburz/3CxPK5C//lL//iV1cv1l0pICwkwzJpUCwodRUDAyAGR4BtH2/eu/3Z5199s9/oDGOOhnYwsEKEpeKUthhGQ+EYpgEjBhKQZjYSECwYnqf8YLifNtZ2D/R2F4ADT+Bgb6d9/I8Hzx+XnBCJwxpCGGSV3VgLm8BCugxHx8aVslK0nuqnwySJyHrVyvylwvSZhZXzrndtquz72jgjZexR5TGMumhk9Mb3H9jodXeIMPJgT8g9bMBN6IONF189efz5o/t3Hj1rtDQBtcn5y2fOrPzi5x/9/d/++vrVc+WSzOfeLPgoKcPABEkGGNbCzTI8BUnyHTkVTExOV0lm5J5xNUHAniiYmQhmADGID7cf3/3mm1sP7z3cfXGYOcq1yZXzN67f+J//9uO//IuLC/PwvRF3VrzCm8h1guwHKaWU3njoWwBC0eSkNzVZzO5VW85YRiegFcZ9M3p0PCItMgyTYTDiCADarSePOi6OpD4aQ1ev2e+gX42yBiyLLOFCkBQQnAZkcw66CeIYkLFO9Vjh+633Zz4yEVuTocRSKTlaLK21AyWtNd3G0f7q4yf/8sk3w0Ra4UplScSsE53EbHQma8IEhiUBQWBr39oAiU7iPKc6hwEmw2SVCiQFSoZCBItLK1ev8crS9GTZkRKAASQkpBw9WSX8Qm7WcWu1SrVem9ytrdnYde4cgHRtYnJx8dz1a9c/fGdxqug5MFm5PKaEEEMPRBqjF28+fua6DkNBGy8onFlafu/G9UlP1iRcsytNU0lPsGRtFOC4LkulgcFwGMX5nAcIlXUfQRAE40RR/uR2R1ysEbQsYGxkMXDhmZQbh5FSBc/3LMlYp17QoyDR2kujPAmPBISCEC5YAzE4hcjcbjHGrQhWm87RwcH2i43Vew9vP3h89/bde7fu7PZ7cL3F2emF+bnlGzdu/uz96+9cXl45Wy9VYYeIo8QPXACSxIDMIGpqrYR1HChPOb4rHcmCUnAHdggE6XG8t3/Q6Xd6SYcF573UkzofhJ5k3WsftZu2f9Dd273zbCN2pB86vfZRdLgfHRwfbTeGx7YMlc/V53NoJPr4cDNI6kkqQ9dDIZHKBkOn25Avnx0/efji8KgLlzh6erDz7GDXJ+tSYhy2nuA0HlhCWCgrN+gPU2NJSXcwiFinwlXz87PtTuJ7lcW5s0kM183Wpe8oH/uT/WQ/2R9h38WnGGNUr3QeSIDsK6bod+xh9IqrOvL/mKwl5uP9xsbzjb2X262DQ/bTpw+/2G+/DJSoeJ6UQrONiEUYzC8v12dmZyrVcm1KFCQsszNQTCYVTlGVWgEexjrZ9vK5+aXF0kSFqq5TRsom6bT0oB+1k4PD9ODQTASBpSDlhEUgCKCU2DLk0FrNjLI7+/H5ZdXdXNveurXXfHyvUKwlRrYHHNmgfvXD2uzZqdnFWqUoZQyOLQyTsdbCKkme6xeE5w9tChNpO7QmFmwFC8LoBPKqc05Ro06n79Arn2T066vQ4Xd37ut/ex26ev2h/hG4zanrkwZ0dhL2vGK5MEd2a/05DvYPNl+IYrE8HMadTs+YqFxRS+fVhUtTubJgp802LVbF+ct+Iuq3HjTufX14uJ3UyrucIh3qTsLLlzA5jXLlYHa2ngswKMRKxVK1BSKynFbdPZ8frzYASIVSeX96ZmJ2XoXCCQVB2JHbJeW33f5JX34P6tsbVxJEAmxPhDt/N3bzAxrTSPhMjH5jC5MYy6lO4xgUIPBQzMnAI4cZlqWSDDJGC8cUS+rCSgWe9+DB3urt5s7D5ovZhit1ovv7RjsBzs7i8pJTC5F3rCRhvzM/5JX9OOgIn3wfhRpHM+2PSrx6nWn1NpXPAlAwLltHUFgqeJVyfS0dPLh7vP48mZg8qNT8bnd376AFhaVLzpkr85OTIXjAJi4U5OXLk8Oh86+3m/cftNYe9R583ij4j6Nex9i0XBGFaVx8R80sticrsacg4I2VKASs6paS4+NmmN8igXIR5xYLK2f9cwtGiMSyEExgMTpCEI1gkddznn4Q+z6fReOzXiaT0tjeam1sbT9b33y56YSVZ2urW4fb0pO+r1zPTaU7YGUdr75wZvnSxamZGW82FAKaIG3FkzoUVlSPcu1hHDwduqI+NTl7ZmlictotuI4DCaTW9OP+IIr2ms2Nw/2Vefi5QBCkhWtgJBkpGLBCqjCcPjO//O5yp7vbbraOHn6xe/dfV2uTnV6vN0hi7Qq/cn5l6fLVG8Viji0EZRicMbAWYHIYSlsRpybRWptEmwhs6HtnhNOpjeN1GsX/uFSsPxS6onH5Px6XTgfBAYishZQAnHwRAKAdN8uK4WLBr5SCUiGoVkpCqompqXK5WiyWc0KGKpZQEAHgjhtjf79pYxiJRSBhgKji+xSnoZtzvSkJh1iGYd4PfN8VMpOVImlZQIAESYChiRMggdUm6vVbx0d7e7sHx0NNx82o37XWeOBtY2HYQEYkBpaGTIkQLBiKMjDMV8It6E4JiNMMqhAQhDTGoNXu2Ec+55Aq1hDCjoq120RwLJjJAZSJbSBFpZh6qsMJt5uma4uTR1ScNwNZ+Nn1C1nc4lXQjcDjfP3xC0Q/xvr/ur3NXhzXsyHADLVutg6ev9x4/M2t259//nLzMACuoFibvXD93fcvX7uxvHKxPFljz/32k+YJfwUZb+3U5wpBYkRORkYkOj0VLSCQQiboHmF4fLC9e/v26r9+/uzZRnocleCVq8tXVt49d/PD5Z9/uHh++ZWSKY1H4UkTvs2jeQWDnxS5VoL4JHx8qndeu5LNZNQNwypHwBEg363XF+r5mfJKORiyZcOSxHfWBHojmpftO4IEMllvQYJYQCvd5Khx0Dp+vtdrxB7YGm2Qacm92cVEInv9JCb16t9IaGAopGi3jh49uLexvr6122XpC5ejpG3ToSK2Os00szMpr7dIgCdHmqza1GtbI4OYWPNQSEPw/n/23vy5jiNJE/zcIyIz34UbIAjwJsVTFHWU6mxVd830zs622Zit7f6681+u9ez0Tk2vVXfXoSqVqlQ6SfG+QBA33pWZEe77Q2Q+PIAgpdJRo7KhGw18eMgjIjIywv1z98+9T52ZaTYWekW2dOqiVypDKYHZOtA4nA1iuKQJNMmE6em57uSqcWosbGK73e7TtQ2Qm+jMpEkAlzCxZN4AMHAeTuALQ6VhylynHxIi55K02TKNBB0CYR66AWFWY2CqJGJBUJDhqi8a4izTiip3vL9j2BwJQVWERK3xQgUwXH2y9dnHq/2+KSVhZ6fmG8eO+0Zjs7/Dqyv84OEwSOvE6TNHFmcmWzzRSI3zsf6D1vOUAfh8/enDP/3hN7//4Pcffnb9zsOV+yu5yWaX5o9dvvDWudOXjx49dvHiKz/8wbWZadO2QMDu7s6jp4+nBpMzS1Pr3Y3N3Y1hf/j44ermep4mU0cXlk8dPzY33UhMYTAAddHdvP7p7d++/+mDp1t9qCdyQVMhIQ2sIrklb3zZ39x9cGfrzsrm1u72tg5W7jf/9Pvfrz69zbZoBGqKCxSGCEOk3nTSxtzZ0698/6UCd+IAACAASURBVNrxK2fakOzpymB3S/s9TE40thLTaJlO6lKapLKtBUxQS6WEflnkhQ+7/X5/twcgRwpkSDoLi/NLx07MzB5tNCeJEx+Q6H7Hx0t5KS/lLyZ1wuA4wkV8aLx4FK3DQWJVZShBQEHs2kbv6Xp3bbMrErTsf/7Ln4MLTEy6wvtclCyaLTQbJ95683vvvJM0OtPsCiB3UJsFaqptFeVw6Ho+TdFspO2GaySBJagOCjgzyDIKvtFHe6dIh9pC2gwmFNIFJ4RAGggqpKWhQEyT6ZHXX3mrkzB++bv//u6NB58YN1X4BJLi8uuvvnX1/JtXF0/Op00IUd1XBowqgy27pGSI487S/ML8tC/zfNDPGhMH8sroOUsXjf0EKst7PBzrYCDW3pnPN0+eVdy+omh9raj+lCACyk6nffLk8rlXivW11c8+xeOHK0W54gM6Ezh5GkeWcfbs3MlTE2mja+yQQr6wNDs5fSzQ7sPV4sZnq5/8aacodtIUs9M4fxHX3saVN3HmXEdp1QdrE2HjRGE0Bxln8kbSarj7s1NwU0jcI2afOUkgVjKIhfBY4Y4DjcfYAH8Na24P/iPgf2zC4DNgHKHWUFTBxBy8l9DNyyDUZ4ZjdBxa7BP1rMxsAAoSFMFw2W7ZU0tNlyR+J9+8u/70IVZur0MRGPMXceG15HsXJy6da7WcGg0EAh9IED68fV9fRljsn3tBPeTTVxbac9U/rxVkoYbYZqldWGhevnx8dyf85te3f/XLLWu3bALXQHsK197GuUvTpy/OHz3KWdIlK2BaPNr40Y8urA8e/vNv3hvs4PZHW/CwBidP47Xv2fNvTJ9/vTk5tUW8CSIgAw8gPQDeh0JaajbJ9CbbOL2Mo7PWoU8KhhJFzlCulxyK5uaLevGtyNefC6oattbXbnz66b2793W3V2z036P3UPbR34aL6d8El2Bu8eSPfyppR7Pp2VYzbaMoQcEN2ZYsa3lYy8MwzTA1kU5PZe2OS5IkgWUYgOEGQ3hy3qW7/cHK1voFlFmKhGAVUmVSGYGWpOx07szRy+HVT377+xu/+NPDWw8QDLI2sgk7Nf/6T17/3js/O3Xhgs0iKzuMgagAEJgSpmRnJybTqcmGT7J2BinFF5Q0vsIw6ddxSXyH5StAVwQ47JvxgIK4RgTzAEfgAGJgAIhhZQRfDnu9nS01vd5wMCwH/TJvivNeRJ1NwAFMKt6L33uLxndqUWI4a1RUBWw5VF4+bzRH8Jtra+uraxCCsgos27ptMZ4ERCwwgFOQIlDdeBeC9Aehn6+vbtxf2zXJhLMdw1komZni+QpRIiGGhhh0zAqCIJTOwBAaDh2HnV6OYQ+NDkwCDkkCDsoRz674SplZiQQEggYtyjLk/WGAR4CxNqHW9k7eX905NpAgBKhhIgiEwASIjm203xnT7LCGjMIare6uPb5188aHf7r+hw/u33uEHhZs8/zymZPX3n7jx+9cvPTK1OwRUt4UtFibLyjvGCugjn6NT7ei9K5vSWPIEUGAHJTD797/5IP3Pvns1sPy1mN7+wmrncyWTrzx47ff/N6V164uXXq1AdTVk8eAqkPbQvuVHSDyHCnBYo8Lc/9gHPxdRAIbZI0ErQbszPkL59+8cuba+dmZ5hCAwBKTihoTzYDKGKgacCBhkBBds6QAxwaIIW/LtdX7H3925xZ9ctvfyyVJFBzCi3pWMc2NGx7qOeqjqnmvu7X29OHdOx98fItse2F5vl/uiM+bzjDBMgEaJOghRXb23ePA6CoIEI8dY0sJbu1p6cvpVrtoz59Z2xnkosZZrqKuPLBXVWFM8abhcDAc7rLJm212KSlUVPPCD/M8o8KiT+zIZkEKopzCkEMXg64hSVyaJB2HzCUtNsbYGLoHgEAGgsg4FnErr6TM1jrr6hBIQh0GhT2UFeM1uMc80ipgZfJlvr36+N5v/vXdT6+vDXyadNqvv30hy6bmptZ31ss//vbBv/zrrUJmX3vrnfNXXj2xNHfq+OTEFBI7tIBHKQCDGYqi++jup7/6xX/9+S9+fePe1togzSZPnD1/4dVLF95649rpk8fn56dPnz3eauSixfZut+wObtxavX7naXNq4syFk7aR94brj+/eefff3v3w40ce0xcuXvv7v//3P/3xtSzNgBTalTK/c+vz/++f//mT2493AxUEGwobcoWUGqSQhsmm0ol8J1/f7HaHoauqoLWtrffe/134Y78otxtsU7VlMVTmQrPdIbcnl/793/+Hs8eS8rhbW1//7Matuw9WewPq56Y9s7h8bPrssSMZTSJvOkodsTEF0yAMd3c3N+4/3rh5f311rQukSCcWjx2/evXSxfNnzr9ycfnYiVa7zZUaNlLcvzPL5Et5Kf8TSSx3GyOwDoVixtbHemdTqqqHkHGqiWnNzSyfOf9GNn1kLfd+q9wZyLBtbFstxBRqtpVCZ2Lh+KmZYye4M7ETgmcTImsWOeImJ2VnRk5fOKNqzp07n3Ua5FSoVEKgEIz12RQmdebMlbNhbuHE8bnjjemFzDhhin4YBVQtvArIemll84vHL17d3lCbPBA0h9Tato0jF89fevvq2csnbAfBxGSkTMVCLIPAQVH2ijyZmHjl9atoTp29fGF6qmOiG13BRDHgjJ4docNWr9HBo02UMNq2DpXRHvR8K/FrhVwpaMR+G/k5SmBoDC8tNV5/c5FZO52nT1YwGIIMOpO4dAVXX5s5c7oxORngSqCECqV5lvkzZxqbW7PlcPXW7d1BATJIGjh2zrz+vSMXr/DslKamZBqSKFAQEaSEGvD2VEeuXGysbw3NBM6dbky2vCOfwlSgHvEYfPOCbn/V/YLGFcOoA3BddPi554xBft+sjFSRPZ0EpFF/rgpMG1GRrENHj6WFGaRtXFxsLGWuocJkABKJDRPDnjmf6RjHtjzdQW/4cK63toZuH66F5TN49cria+dnppKu44KFQRRUXjCS3+yWPB5J+IVX1spgxZgl9Y0Y9y94XWPj4jsyZMtZZk6ddqpHkzS0WvfKAkJwDSydxNXv4cwrE3ML1MgKZzw0ACWaNG3D+YvNv/vZ/OqjHQyL/o42Mpx+Ba++3rj4RufoaXZmy6AgNlAPDBFNY1tmrcHMwu6Vq5hbwKVL9sgETTYTgicQVdV4eCzM6vm9+E7KSP9XIttozh87flHaU2d0ayCcZN4P/GCnDbalDAy6iUvnFjsTk53J6UZ7sgS8R1CAIIrgwZ3ZmRNnj17YQWNq4eRp20xFS0vOEVgCk4GbtHPHzl17eytMThw525lqNDJYGy1PQ2BVozCFei/eTE4eu3RxOAyPVnZdYz4fiM3alLUnl09c+8EPT1+8yBlgQDWpCKswGVVbkEN7orkkx69dae+WJ8+cmmx1HMgaUJ3u/CWf0DhuVS00Y+vBX7V8tYRBqk+kfd8BKLz4go1FRJZQAD5xliC93u72cEuRDgbD4aDMc186+CAaSCUQeUXw6rVKtDr4LqkKEVRNKIMKbGqFvGgRdJj5XuFLZTLWWkuGDSmrECmrKCi+l9G0dwqDil0nQEqINyLG+9AfDnvBayPLpq9dfXNp8ZiUqqrEARiABwV8IGHxRnyDkCokWAI35Mnu00/uP9mRktYoy7VhF49OTE+cXZg51s5M0bPqwRRUCSIaSoOcNFYNk7xw6humZ2Rn0PcPVwb31mnHC5VCaogMAGiog5H2h5x8J+KtAOzff/etezHs6enG2pObNx68++6tjz6TLViLhcUjx99647Xvv3X58uXl48vO2FKJQPKF/RnnSarwheo3HHidCSAtEfowA5S9T2/e+JfffvTp/cHdNaNKcLOLx0699fa1d3569cR8E/BVyhysGaND2KeJjHVuvwIYWZyg+AI9ZU9JjxHKInk+gMrU1PTRo8snTp56663zS7MAoJSgLms9QpGiE6+iERlz6GntWxtxWIGEUCRh4+Yn1rbS9WG4s3a/D1KQKClYI3Z6UKpIqzovtcYGlQGLYV4Mhnmvt7u5rsjb2dSxY4vLZ95InXWEzLnEMKCiMoq6OnwM9ictErEqALGut7X98PbtlXYjf/gIg2HY7g7Xt3e7ecFJgy1VtXsJQFAI4LyCVC0HoCjyvvddUD9ov/AlWME0LIb9YTfRoRabXgy4qQhEudEdU+7wTk+Uut18o7erjbbCBtEgEBMnbo4iNwyCiipbKJvcByVjnQWgKqQBJNAgYxVI65Ec9bHWYg1DAiAgknLY39m4f/vGu7/+ZCdPZ48fP3pmYWeXOL+/sbJz8+MP3v239wflwpP1wcPV3sWLr+W+c/V1BrIAlcpJY4ESnA92Vh7dub72eH3QaygfP37m7//+f/npa5fnXr2ytLzUmp1uWnSA3uPVe6t3b376wcfv/WHj4WoW2J05f+xv3jk32Rk+vvH5rT98+MH797bLSa9Tl17bHQQ04RKkoAazFDn3d/PBTm+r2xuqMAVnYBIrSlaSVLLVp93+dk+gBXxACqQDyMrWhjNdQ92s2VSbDvp91YRNRkElH3IYsgwH/Y2VR59/fOuj248f7uTSmTq+eOq18+dOvH7pzHQ25UKqQRPHLg3WDFO/019f/ejGQ/ObTwf+UT+kWXvm+JlLb/3gnUvnTy0vLi4tLExO2iQZpQrroSvDS3kpL+XblDGgRKNOX9GXio6HR1R7d601RDWNhCEaS0xnC6cuTDWWX73MeXc4GA41oWC8DoqOazSa7YHX9dz7Zrt1dKkxO5dZKhGIDRMUxGINGjYz7ZMzc+nSm9fecmm7MdG0zcRlFEwQGC+uYJfMta/+TWv50pZtZPPLM1PTnSq6HaQoFUFVlALDJG5KW+mxK7OTC1ev/LhLJqOkOWTnpiePnznammDR3DOYSLyBOiiYjLVp4IISd+rShcWTp3M4NzGdTXZMZg3qGFrVyvvxjFFBOJjSpPWRMfCqSuxXHK5+6LhFSnsayEEbZv8OtveAvvBZjyojSuWegYICKGeH1gQuXm5PTi5deXV6MCgVZB2RLWfmsoWFxCVdDbuUBXgPjSV3e4tH2z/4/vSZs28Mch9ISxnuDjZaE3T63HSrWVgunC2gXlQAo4GhGcjAWNvGa68enZ7LQuo68+1Gc+g0ZxjAQqPrV5/p9b5t+utKFXVVjaSqiny1em1fX8Y3PgUktqmeIQIoOJjEzi00X3tt8fjJRpbJ0pFkMgsx8EYBFan75KGSWDfZTk8su5n2Mn6Y7XYHRSgoVTuVTC9OdNJAqiADqmr2PE/+h2/GEbeq6p1WQRjf6v1ij0vE+kU0zJpmbsFOTE6cPnv1b95ZLvK+dRKom7Vp+kjbdhynRWq9QUAxBCVIPWTj1Bn7f/3n10NORbebD7ZSV7Sn0JqS1oxPXZm6VD1ILCQDMsABQpbSLJw8PTk93drdLhKXzc02W00YKioYQ0Yz5NnX/69ACICyMc4XNLN8Yuk//e95nuzmjV5BpZBIQb6flGWmyFmLLC2TLKTtueUTrWlTAKEEM5hAQUS02Z48feFypzU92O0nExPJxIRzcIyEABVRa5Pp9nz7+383dfa1n1AyyRPzlAAWpQEZYqWgrMQwVgBOkXDj+JXWfzxyabibF/3CGgtjqNk+euaVpE3CCPXyQBoYMGKYMk2ZJxtZSK/97CfGtNrLi9JKnEsgkJrB9QsrbYwg2n1f7v/lf/ib+HXkq0FXOLj+jIx7JgZVhD7iwQoEtqQUSp+nSEJjCmp63UG/N+wRm1CiNN6XZSlK5BLLtiJKYOKxS0d3iaqqBpUgQqJUgnJLeUP6j5+sKGhmZuFJb8eLYXJMNrYnqkaxXrOAVEztj8+AAjpQFMyD4XA9iDm6/OrJsxd/+nfvvH7tSmrB8IYCcwkUJYkwsapTaQDWB9KEAC5vPrr7y3f/+Mf3b6ytCdb91MLC0qVXL/70zauXl+YmErKR7ZhJNYj6AuoNB4KKWIRMy1R2fW/90eO1f/z5u7ef3sylMGBQQpyAIpAS+ZLNKLDzOzrnaGwBVEC70M3+2p2V+3c/v/Hg5t3+FhhYbMwsnjg3/+rVYxdeWViYzVoJHNTBGqRfePlDPz8LWiFuR+RhSuRbm0/vPXj84PP7qx983i0HJTCZLR69cvXKG9cunz1xZDIrCH0GE5IDRAj0zIo+DmbR3lHVR4nTdOwP4ydG5AmqiLRQim53gIEncs1G5+ji0qlTp49OBwACtx/f2dfBA7xXSvGeSrHYBhQQRm68Hewub/R2OjfuAjrMcx8CMYtWyuahHqI6mCjyljCgMA4oEKA+lMO8GAzmmtPLJ0784O3v/cP/+Q+dTitzSWrYgpiBKg7ukEuPGn8glwRgQAxtra9+/vP/9q8ffrTyW1q9fmc4zIelipAVSpWYtIBUgFvYWxsCUEJCYgzUl34QpAj5cHt7a2Nj4+HD+x82+jONodOeIgtoBAnGePKbNuy6Xv7xR589ePC4gIOXvCgKX5Qh5Gy8QQIFlEU4Drghsi4oWeeSLI6eVv1REYjsg+SoLgxfq4sRUmRLCACMeORdUw6ozLu7hdntF7A+8O72Tj7YcZxrubn5tPun9/Hwycb9R1s7ObmpK/NHkDbzdmosiBAsuuChlTz085BbkamZI6/+8J3/4x/+09+eO17OzHTbdgD0gO1SNnc37n34wb/+0z/+11/9djCQ88rZ2sbGtcvzcw0qNrrlZsh3aDdgqEkfthuQFmGSYbgBZ+cXjl977a3pueX1ra1hKEsJLkuMs6Jkg7W5Wbv79PHg0U7RjdG2sMZNtKZnG4tzR2daod1KnE16u4F5otWY8yU1s+ZrZ49OJmF3/fFnNz/6+N6n97afbgsW5k+de+VHV69e/OkPr505umjK4MtctbRJsNRv5k96jz5vpcn1O08+u79Zamf++Okrb7z9o7/5m1fPHWsmaKRoNyoL5a97W34pL+WvSmJg6r6ts07uVjlQMOE5V6hYpOMGyqJibaMxe7TT1CS3jpIAFPDBqAMZJQWXoHm2OdscVACRYLFW9ghqIalzzdZss91A8Kb0CBamjZIx8EUgA2p7mKRlj5ydmFzOBUXWTCxDPAVRZltVPVQPVWhiqNWampe2bS3w4qUqE8ULhGBSqAkaJIBKDw2mqkuiCIDNWo2sSQLLtgQPfGBn2aEolRmxMMZBY2TMXRYj9p+7rB00Qg4cNIYVKldDjGejvL6y6P5/HMvmAgIuyFDLhlOpOX6qQZQBAIMNFCGEIUGgiqFGwhApczbdtKNHHc0ftWqaQiLgQREEeaOhbDKIlEUwMQ5dLST6dwmWYTlrNF6ZtgWIEkuGCYSgdf2A52F736Bo5cRENDrA/GIrc9xD+m3IIfAkoteNCapKvjOhLrMLc63UopkIhdJrHNRYukeJ4H2hKgKjyBcW0qMLKZPxvkm2KSyBSYzXIicJypHlikih32Qhyz9X6ltHLY10vDHVN6MjvjE5TO8f3ZOiUu2BAZxN2aRN6cy2lpaNasrOQltBSQjeFLCl1QIaEP2dNEBWzs7byXlvjaMAaJvgyYSAnKwwAkpD0oIm0KTOi0oiYdnkXHNyNvHdUgNcowEboIIwYuaROmDwO0LK9mVl9ESDQDlJ55YbvNSidkebAQiC4IFQuhASwJN4SyVRCeI0hQEJRKCizCAlJmKDtJMunzmlXtWSxDrVXgRqVJkSESssncWp1gKXYkpjCyAQhqwxmQoEKHuvhARkJGlnC7OLR5x68cMic5YJuQhnKVlIgEbXDURVjDKUSxAZiwbsTOPo5HyWtDhFGWMrBECFK39Jr8LBX/cMlJEB89cqXxm6ep4QiCFAqHxJgCq8aKEI1llm3tra+sMfPuj1H8yn0gmFFBx8Bhi2MS3I1xdC/ZgqGiMAqsrEPgRFAHuRQWp9iwYPP795/95ge7u/vT1opNPWZjF1qypZD4AUqgwlZqpI6SzIAN5Tr6QNNTsBE+JnJqdfWTp++cLla8tHUymGkveYg0ICROMUF2TENoA1TSxrOTk7u9bV3t2NvLy+5btl8HZ65sjy8VPXrr2y0MkcypjJJcErhZJQkAqzaDAhT8Iw8zvbj+/6vGg1jU2AXlmCxGQBTtmQIcDXcc4jfrHvmGV2YIsUAAEYoNzI+2tPHz+4e3dlqwfgCOxy5+jk1DLNL9ljy5NzE02H3MJaOHxlFrpnhKvWxIC14cqj2zs7G73BcH27Dwjm5k9fOHHq1NLS/NxUo9VissgZhqGqAjDTPr1uzIn8onGvFZZ934x+EurIdQ0YcSSJASVFAWOyo0ePtVttDZuAihIZIyrjMUpM/AzoM2pXdcOaRkoj1frk5GSj2RQVURUJIhWRbr2RxxjH6nTay7Gq7ld556LtEZSJmSgf5MPcG7Jzs/Pnzr2ycGQ2oS8CHb+UdE8utXeebK7e325YTZyGkBOBXSOw8YBDGj26CqgYMFRqXVRAHqzsbJKmGXQ42Ny8fv0z57fufWyms0EnDcZ1egMzzPPESWJ6qfaTfvn+e38aDCRBq4C41NjEcGISjjmnHgoWtXHMCcSsIOsSBbwHUhOHipgZXI8eavqAfXxfWofyGRCpWKMpvJU8s8xEZeBCEtuYmeqcSM3mKxf0hz/o/u73dx+tP7x9ffPJ5tqQC0k3z1+YPXZ86uhiO0upaXwmWyh2UjatdDp1uWin2Zmfmp9rTaE9CWd7wCbgi2Ljj7/75PfvfvzH93770Z8+uXFfALdw9MzsbHuyk6Qmd5pK3ur2HUySIxkodb20ST07A4F1J8+c/4mmF9Y3+8PeIB8GRaPVThuJD+X649WVu48zaHdnc2Nl00c6XJ/PTC2dO3P88vnF5bms1bCNrMFuUrVtkVqhqaY7tjAx0zQbqw8/v/X5Z4/u3tve6nYtd3Oh1sTU4tzi4pFpMAzQVAEYJCl21hrNYiLNDfJBMfDp5MTcwvzy0tzc9JE5WAUTOCbP7uOmq6M6vmtr5kt5Kf9zCR32Gu6tkHuOYoUSe+UhTGaZ4QK5ElRQUrLWVSpIFEomZjXF11/BpFANQYUAUJKLCWLIgBkmBRFCAAlS2FIRyMT45UBwjZQ4hfjSe1ZmipGzjmCgLqZqiBqQgwXZiEqACAYwADF8UA3sK+ymQuIEAKxXUQKTepCSmASAiCcGVKjW5w639SMKwLUy/SWCeOowK63HE9ijs9kfDnzIWXsP5c8NxBjDyKqfHPdmm8FyqFywkZRA44buQAoJUb9lZugAKNiRIw5sCJ7JT6UlwXsNghRQVaMgjtVRRuSnrNACBmhSQgyUSgq1MKiZJKr8z+cVGfh6oogw3NgARujnMBNyPH9CvkG997BWYfzJjoq2q6BSk6XvDFxTDQgIgRARvjHNU6vyhOSBwPCsQ1akDpHiU4ShViDMRCKV17i6xLfWsy8rI83rQMTJ+O/fqIZwKG6FERtqvK0HC3QH6FEaSAPgAGvUGrBF0JAzQq1OKqiAKS2xpQKksL5aWchaZZCrgqeEATs2nRxiFYjgod5mDDLAEBIQI850fHzoz3zZv+6gfE0ZT4UTBUxaGOsVoKqOlgjIguFUna98+1Aox7ohWmEfipqEUbXMJVBFv6KipBRZbIOqgBQGbEHwgDILExgMBGjJsApL9ZumBDghV0YSfECN4bQRUPHohGgPmjg0qgoloyABKZlo9blWpgKhCsHgbwRpqs3aaojoy+wm31H5CtDVFzlrmCECVZh48UAIoGAMDHNR5Ldv37m3diP7eX8h02kSLa1Iw9oMzEBgCvU9qnDGuNmEypnGIWieFzahJOXhcBOhP5sJBsO7d8yjnRnFHFEaKyxjDHuvdhFSUWW1e1YlS+A8UM+TqhGyDeWsECqCeEHqOHFpnNqhyoo1rNZpwkKsbDAIofTlVii2DbwvShSUpp1mayJtNGzibGKsCimBDAyLBjCUEUgBMhLSYBqGi5SylJOUlQXBB2XAihqQURRAXnfFfedAq0NFAQTwAIOVjdU7qw8frjxe29gpgSZm5o++cvzY+bmZo2mjrRaSwBk4gL8pN2C9BQUgB3bR3xj0Nx4+vHX/0YoOG4DFRGNxaXZhfmKm02gALSWjXO+41XY7Dk/jsM/P3jE8u/bXmsPBnVICABHxISBrNJutwWCwtra+upr1eB1QgQOx7udjZ64zB4kr/UOrzSe+L0wAR/VXGEWC7c2Nzc2t7WFeMluAVHSUaagjSLfqwchbKGOovkHFWcBQUlEoxIuCq2WPNKgEYvmKUdfjinIJkQySb230t9YoJBJCWapSpgxfxRwSAAIzqObG56p5QhKYKEmTFmQbO7tPn669t/HwOrYmkn5mctG01+dhnicJmkmRar9ZCHpmOOwU2IJ0iFUpENclBhRQGKLUJcaaQpRKn3sZ5H6Yo0wB44EA8qJUkEO9XhFV9ZCrZ6dBRZQtsS1DYAoNCtDSSO60ZPEarBe7MzQDmu4cuTQ728+yJWjWamW/+NX7n9xb6648+uW/rj9Z/8OVq6+9+b03z507fu7UkWwmg8lg2CKxmID2Apo5obRDb3LlddWVMjzprq/f+PDW//N//+qf//mD2w/XHm8IMNmYO/bGj177wU8uzs6KFE86KbVcC8igzUDNAm6o7NkK27jyLS2fbLZme/0BWxKURdG3FgHFTnfzg2Jt9eFut/9ot/9EkBcA4MDO0LCZ6rEjC6eX5lLXWlw8Ob90kmwq+bDNmpU9V+4UxcZHtz//9PpnN1Y2ul1Akl2f7A50UBT9sleglcSny9Eq8Ci30Lsv3RWfd4OomIyyDqWtoAEKQ2JYaoaxlyTtL+Wl/OWk2pgO/dOXI6uObp1R0SgolIwnWxDBGAGVzENgWO3OVRYcQ1mVFJaYCEGUJAbsV8V2C5AHiMEKa0CokrYdWUMIWpkWkauSCcQWVXU0quEkozAxIKFqG0MUpaICqBREBQQqTOpiqdnRWGhFhMlBwBVXZ6hqegkzKirUZ82ScW2IGEpl7wAAIABJREFUnoNYPWdk9fBjDlxi7A9jX40f82Wgq2eVtlFx5vp78oAAHuQBQGOtXwOyMBkEsaxWRZIFD5TgALCCQULwBM8QhoAssSE1ByvyxNvWzJQEoKKgNnXxxurokYfp+fI1Ng6q4Ymx2KsxK2R03LNg1re9W+09jhF6Vf9BLEXTHgKC4WenWgSuQCAmlVKRiwoDpNEIYiIPsgH03EoMfwmp+xjfqEpXHOG1h+vm1f9VbdOv9xSeG2UWv68HluKRAgwBqaaKRhbXBMpEvopG1JoVJh5vBOKh8T1iGANNQBbkAFtj//UgEAALdWAFoqYa369RuYyRwn6AlewbmYrPzvBvZWbUc5qVTUkuxBpGBI043h6ADwtYIFZqsFDaPyMUHIuDEyqKFKq2EMTiblLZQaRUGXqqSlone4MFEIoU2KB6AgpV7NTRhKE6DYyiOaOjiuSE6BshaL0jSIS9tCpe/rw0mT9rrA7dZf5K5StAVy8cP8MAQSKqWKHdRGBVCcLMUMLGWtja7pmt2xnWQoC3zO2gRlQtqzGqUFBkSA+RH0HrbZeImTjPCzKapNzr7SJgeRqp4MkOhphouA5TCmXDBpG6Mk4m4lh4UqhyIVS7qXqCsGEFlMusJTYLglwQRJBmScoUNRwlF5RIHasxAEUq6hCMDdb3h5trw60tFkGaJlnK1lhnrLNsDKsSmJlV2MCAoAxDAaRWbRIMkboMjU4KZwofAOPImrqWnqIE8prMLftWsfFvRuKyDA/tlb2VtSf3Vx49evLk6ebOALBpqz23uHhkeXnu6FzasJXTScdxqy9+R3X/cQeOruBO9SgH2Hk02HpS+MHDx3dv3itBTbQXZmbnl5aOzs9PNzNOORhRCFfVIYGKomv/DUecjs+DDuN2UJfbHWvlWKtqaEghymyItCgHKLpB85UnD3/+83/aeDCzOFlKCAJHTCKqVBWeqHqqiIRaI+iqqqtIEcsZvSnCKG3Y6G7dv3771o3rtwaD0pjEWFevlePdGNdcdX9bdaQEVLcUzdIUhSNgbf3pRx9/NDM/kzrXSFNW2EhsLvKCSaqViGgFzYkyQVu6FrbufPLHP66trAx2u5CZZmNCqTEs1QNeI7qJCAQyKodu3TyCsUqu9EbUgBg2mZiYmnK+DTuZDYzslqU1NmmKMPmE+omYphEppUAOJJQYl1qQBg2eTD1ASlBjDRkzKDDo9u/ef/Rvv/z1cG3x8smpBm0b7YmWOdKcmkTkDBkCiQAkoqIqKpbVkLSnZqbmjpQKJp8lJfncaMnwEB88w3O/tH2Z1PbsXIfnp7eaiZuYMJ1Z7fzmd7ce9jd33v/wdw9u3rn9eG3w5htvI7Qn7ZG5Toa0bbhBoUGaCYxYkSz3Zr0oH9jh/e1Hn3/02z/99l8//S//+P5v70uAQXJx+sy1d3727/63v3/19Qvu2PRGf6XXbuSOC4UHXNA0YoVCHNQAAS4xZGdNa3bRoRkdeluD7TtPNp4+uvfJ3ZU/PXx6++n6PcawlRgSJqBIw7C/0tttPrzTKDfW52cvzk4utJvL2QSmW2ADhAJ3r9/6+MMHt6/fuXfv6SogwPQpNVNr693uYLufr5ZYZngHQzG+DgGh67cf9TZXisEAaq3ruHSKXBvGKaBR/35uifc9FeF5M/OlvJSX8tVk5ER5VnisYsULJCr9kMoDUDMmGmUKCgGVipIQKJJDkdF4ikJhop8HoMgPqTCGRFm0MhhFEAg+1oZmGAULjMICXuEZzHv1D2m8wbHkfaVSxN0mhk+QKgWJ1kwgKqEGYKqt0zHDuAq/qjAxDRTrJCtFnsdxJ9noc4VnPS8xZLRR6z6Qfp8thjEbds81JXsn75NxlWqkBX1pg7MCC0bHH1hmBTGERM3YXwkgeKkTDAWkCGGPEkOJYFSgxAoTQES2wjeV69KKey1UKI2q2sUaSnskpAApqTI9t2rzfvmqe8Se5veCoTugvf5lZN/etx+9YoIZOV7D4UUVAJAqS2AmTxTiW8EwpIYqY09UaSzgWfXgNPhWZfxe+3RbIsRmse772978qaoefFNhLc9pntZ8L6pQD5Yap4+nhOp0tvtLlFM1lMR7dduBGguOd3QIjAMrQaXCMlTrEmFa+aH3/APfkjx79RctJl8tCnKsuCqNlrRIHRXvFCgIqRAFGACpIlU4hUNMohhvTaxuS7VVVcXvc/2mEgFxN0F9/TrfOuLrca7X0FdlR8Y3SbHXpHhiBLAwlmFfwWgHHose3Da/OAG3vsIXogRjS/Bfq3zTCYNxsI0BCEEqZ5WIUXXMRITg0cpooTU7t7yYmk7pLVJQoyxFFIZBCDFXehwpHz1RVXUuAagMeZAhUd5u8ITNi62dxHTuP57ZLoWFiFhrrugYoBKgQiSR7ooj8FRCS6gYJUg0iguhLa9b7HwsNJamMHCAjfPB7oH6dV5wYIiZzJqdtJGyJfGQ4L0ngnXWOmMdrFoAIJAwiC1BCQFEUAdxxsBw2uCklZgkFRioMQqnYvbibQUkoKqm4neV6Wqk5QEIQAAVg/7G1ubTtafra6tbAAA7MT3RmZqenl2cWziqVYy1VisbV+/el+lfXEbqg/edUbEvEmBoMOg/XXv68PHD9c0yhvPR9NyZk+fOnDp9bOlIu+GM5hCFWMQSmSQHXmqtlil9QbybqlLtcTu0+QfXCCJiJaMuI5Tdjcd3drafPrpNn71fzjSGIhJixkEddTWuDxLtFR4eaYsjvbq6OAFaZrRj0b394MH9dYR0Np1uWOOYTWQhURpfKqsQqlF/QBgbB4GWYDFMhilLk53+YGtj4/atm7/4F9OeaDfSzFnLAIuwCES+jBZQ4WzEXoigHXnq+o9ufnZjfW19mBceUJOQbXhF7hEsdNTROheZRo1kEiYhI2qhCacdac+dPXPxzUsnlzo6mQ06mTBnpXdBgsrQSi8J/XQw+O0vfrc22NjcSCVxSeLIsKhQhK40QIWJmE0pajPa6e3+8pf/cu/Gx58ebV88PjmVDBB2RPKC0pwaCgbUMTvDzEZEOc4o9Y3MzS4uL58+c/bCxZmphve5g08dGRJSIcAL5d71pTPkzkCKmaY5d+6VdkNOnZk6eXbyn/7fn3/6ef/G3aeDzeIXeWdjw7BvpHloni/m57xx1pqEiEHeJHnS6FleD4P76yvXP/rVu7/+73/41b/duXEfAQbueyfe/nc//Nt3/tf/8PbrF5PZ9G4qg2w2BefDoleijFEHigq5I3JQATkYi6aDizOxC3TvPf789x++994H77//7vvbT3baaefkyflQJE83+2tlsTLc2drYerJCvdUHXNjlo0+3tuef7gxPX5h+9cJio2Hgdzae3Ll77+bDhw8fP95GCaRzaCxKYXvbvWG/m/tugV0LsXAEB2IggJEPe71utz/IfUDqmu3WVCvruKShjAiJfeGseykv5aV84/KCqCupCci/4AoRvard1CBAWSExjkqItPYMMcGiopEySgZ1WVxgVOdFagpmVZUxQHu04THiMhdbiCC120mB8TyncSMg7rIIioKJKDryo7GiPL7Jj3LFR6mAGpNE6qtVrCWq0T56dtxiO/mFJkg8iw5BCPbOoRFvB2FPQzmoZB1qVdZW/RdKjPU4pBsjHS0OnMOzZXgI++yzCC1pVN4dqyNSVQEFUBAhgPg5cB6BVLVWi6I2qpVexHVo2x7gdcj5Y63++hr2i8dtZF3+hVX5vduNRl2EYvggKDzLt1adpgQiUkcwqhRiyhWY1AJWIaJSz6E9k+0vKCNNVfd/M/p0aMyiKukI4vwmmvE8dCbeP2bz1Y2UWsfeyyJUkEdMTatmbjydAVZlUgPlCrSKpO+I4VoGSMbc7ToGFWlV12dE91Y9Jd7XvOqsb2o2jq0b1VWfv5DRl9kcnnPq2A3jr6aq8qZCQSkoqRKDjUg1rqxgcEzRO2TBGrff6sVSsW9mi1RPZoS4mXHLCZHKtwqSUhWORGtjoBLXYOmo78/Om/FFUbUOjNjX3UNkbCZ9kdSBoeOb21+XfONcV6gCU4RgavYiVYTQTFOoIgxaC8uX3jp56nTnWKsxA2fhFE7i41FhorgOQmUUaT7+aFXJGBu0GObdZpM7TbLF5vbj1U8+kt1BvrlZxqCOIKKjObh3kdEcE2gJBIhaMUYTBogU1FcMwMEYsmYPGtm3JtLYF6rwZJBOtmanJneMWUUeVEUkiIRonmu8a42Yx8gvrVQeiS6pIEVRlr7KPydLcBDWSM1pAAuqQ4G+o7hVlBpXiwGuoVhdfbL2dH13uy8ejLak7VbLzc3PT00fSV2HYvi/7i2eKhFxrB44PbOujb2ZY6DNvj/S3uWMsc49XV//5Prnu8O4fA609Auz80fmFqYnppzjegmzoBEeCdFAoJpotjbk925KIwQ8LlB15BOPttAAaF1xkOpm7bWU4UNRSu4yAyqx8dhv4Elm13TDhQ1jENSKKNMBeAmjIMRxkcijARMrDDKzdTaEvOmKhsPKGkpFMseQ6go1dQHq5bmGDPdaSDWrWrQVBH4I9syBWRNrBX597enNm59v61bayCAgqPqSgpAIP3cLB1Ok0KXxsokCS9CJsNYqV3e3h48ePd7Ok4KL3eFAmdKG08oJH8B1dN7oycRhrVL1jCgXJYxtT84sHTt+9q3vvX1hqTXdKCabZExKthnKoYZeir4LvbC5We7k99Zu3dzc2tzZ7feHPsjYMAigTMTWxdwT+Ly8c/32fb6X+A87tNDRzOQS+t6YgpzAKaxha4wVBIUamFBKUXp2bvnUmXMXL/3npWOTE0nwpROfOUciVJUh0jJoEeygSMrEIDNmoly2fnFxstVx0t+aSP/UL7Ye3hvg3s0P8+Z8e+r84sTrZ9vgPFABDkDBUItuxrs2ZMXWk7V7j+5+8uj3v7nz2T2UaJyc/cH8q++c+f5PfvZ3P/7RDzozmdqC3dB0c9kdhm7QgAAUSiXgqylCDDEAVxoXAH3S667cvnv7N7/9/W/ef//Xv3v33q3N+Q6fObtweu7Y7pOhKZ4UPTzaLkW02+32ivzJw/7NW4O1Hfdw49Wd4blW4/yZ5bbsPrm98eAPN6//4ePP11dhkjS4KfQC8r70+nm/yPNICFd4BIdAsHFPWdspNnbzbq9Q4VajOdPpzLTbmYteM1P70l4CWC/lpfwVS72N1qRRFSc3mCr+YaPgGC5S52hgRLFTawRjif+VHajRDIil0EeJODU3oRy2a8W9X0fNiv9r5ELxUCJYEO+V0HlOQEOtA0S7hlF73/WZw0ZqDZ5RbrTu1Je0Mw5DeWjs57MyfvUXwmbjp9B4c0eKxDM9k3HTfbyG83grR+VXCGoZDkpCKuKFQixEQwAdgoHFexLpwfRUqgK4DshfnaX2jYjuf6xxREcFKqlyOe8DgOq5r8TxzSMdmTUCy7AKUQr7rbRn0NRvUV50L2KoHv5m675X7duUg3eoYayavw6x3n20Pqgm6BjZGhpXDAu1VRSFBsAARa3q0NggjN9sPPuBa37v5+KT32CP/8ISrUgD1Al4KlCuMfUQAmCswtSRd6DnQvLPIthjyEM8dd+XGFtmR/iUxHwvgKq6rzS+yMVYUAUdvoo9I5X9+eJ5+mcG0o3svL/edfCbg64IEI3BdgoEYktxO2eIkmgoy+FgAODo4pEf/+j7V19bmrO2XbBRVnAQNdYyMWkVVEKxchoAjMVfVYiAUQo+DKwNjgtXbm8+eryxfsfwfYVEYqwQ/S+124tIa0ZHrTKOpHLvmEBGTKRIqHKiNBArGYhiFHF88N2u1hYHpHluBjmGhYYq115DrKc8ckhVGcuoIlO1omOIHQKgIgRm42JVMkPKCFwBIA5oqQYiN8Yj8J2Tek0AALBCPPJi2B9ure9sb+4CEJQIRSOzs7NTCwtHGgmcZI7FSKjX6BrhrmjKKsAvzz1ixqUKiLRKFJc6CJYhRIQkifOtyiQL+YCK7UF/8Pjx2tO1ne6gQg6Z0czSiVY7dSkDFSxoCGYvTaAeX1HVMgRVZSJSyF5mMlf5ChSYRLVkoiCZwloHRxBo0AJqmOwIaakGyDAMBQ1eSrBUSdjNifm5zkw21TTzAKRW8iK6r4QQsXeNaWh7Cw4RkWFVqCiBmA0TsSEiMdorhltwW5t9UeuSxDlrFKoUUaz4pBh1jvUY71XcKU31EQFcgjxbECkbmm3N9Eq9fevW9ZXrbI0z1hAQglEYPWQVfQZt2yfClqCd8um0YjDEjSECCqSGUuMSajZhLShmYuwPayMecx5qHCDp9gaiycTkfJK2kyQ7ffrUbJNMGCgzWUeaJ9QCejBTg896jaazlgbaB1DkJZHxQUquoSsVL5KXZREhraKHskRpw3D4aGdnkynlXD08UADWIckapZp+UcKqTa0N7HvBi4Nr7mBq7hT1c0kSl5kEtoFIJKwSYypj7CGrYbIalMwEmsGInjp68T/+HWY7y+3Z1f/y60f37iqZwdREMr8w0+wITK+kXa99YGgVDSrS0G9pmEpaOzIx2G0FOZKwn2icuPL2j1//6Tunr7zyztud2QSpDFOTmWR2dfB0iJkutQEDzgN6xHmkYGEFfKxxo9DdYufedvfhJ59/9G/vfv77D1be++Ot27d2Ou308uW3fvL9a5ePH9u4uVGu/+rpTp5RWyf50tXvtVP96PfvPXyw+uH1/1aYlWF40B8+ePPNMwuz5mZ35Z8/+OO/vf/EGRxJJwrYYVGoFr0nq2VXfTnhtSlUCkKAWiiYy93hbsjuPe0+XtsyPDfdzo5MNhcmGq2kwmA1BmdVq9F3cZF8KS/lpRwqGl16MeMjGnRECiM1WREA1mpf5BgoQnu1+UaWRjS3RxpjNDREq/SlapMAfJ1uXnGR6EiPPxigMa4TVIHCZLAHO1WJBrFk8Ivth8pfI/E/PsCqif225ujuNDKKRrFNNaQwArNecNO9kXn2Dwc8h8+CVl/A4nugu4daQjpmWtO+hzTCrQ6Y23uM8hptNiImUoJEg/AFtvd45InudYfGQM3nDNWYSvXCLn+7ovqNV3mj/R+eBUtRx+1xzZXx7JFx0ilD4j5LkS2oSgMZe4rVa3sokvItyYF7EUbAATEpmIhpZNwdcto31orn/aGasnHVGVGJEWDqeaq147xeAPYhKAc+RfetgwIVYsiguv4csB8XfqaJh1zwBa3XLzrgUNm/Dhwwqp4RrtkQR8bVl5T9r6wylEaU6yBRYyjGWgFQB7KxUtYIs3xmMTlw64OvYs3g8+zMNvX6XAfvjuZitWKNX/krFN78wjO+DG51oICY/plo13dNvvmoKwECVYw8lRAzcX8w9Ajg9uRE58Ir5372t29NwmQDNUogLr1na5iMhvEa8zr6bzTukcRKEcABmkMGtti8nXzSbj0FBUVQaIxDAe05gVAvFQwyNArgJChZJauROsFCExEbAsUoMBEFedAokXj/NFfApOBmAbebh15elkER2Z6Diqhh4+pqGwBgQCBbjVJUwwxgQAYeoQwQMEfrS4igJKJSs/fFFYr3XorvjIyWSQZHWiZiJQK8ZzWD7rAshMgAOfyQGEnCzaYjD8twlklj7RLSamxi6rAAKn64vb3b6+XWNRQY5jlIFEIsIqU1nKZptzvc3e5PTLaXluaNAbFabhOYmZC6Xq836BdebFkVrrTNzCZGnWHDVhSBbMHeknCli0bEMwafK4Bet9vv92OwUAhBRGJAlsJ6AVCq5saIsYZpxpqZRhMhKUEFGzWAgdXoyZKI+kcck1zWaHUmGo2mm5pMs2PHF5cvnl4+OZ92kqGqChlmFpEq+zr+GyG59QfmWAsmNjlCtBwXJWMgZXdr48nj1cef3br3ZNdMTDSnZzpZ0xlngmgQNVRRyFYQc4Uccu3qGT1eAWv1crEGDcalrSQhl+RpaVPTzFJL7Igi3lEX1nlmnkQ+lOrn3r4QYACZVm4M1tiE+YAV34IWnEiaiYqEkoir8iAVqlTHPlZ5KqKQQORVizwfqCRp2mBm5zhrmDSFQQs0Wu00ljrKMmudSdKk7VrDMhg2TKxSAaL/P3vv/WRJcpwJfu4RKZ4u3dVazjSmR2EGwABYkCC5S96RdveHntmZ3f1wP9zakbfLBcWCAAiMwMhW093V3aXVk5kZ4X4/pHj5qqrVCACz125l3VXvZUZERoZw/8L9c6gHqQCJ85kXawIKWKkZtjrNiK0fzccSSJ/8gWA8SvN8L/H+WCAJorC51Osi4jEjXkb31KVXv/fqm++1uguGCFEMF6nkB8QFxQuRs+QaLKE1MBEoP3/Lombn1bfOxY2L4cJd07v7+9v9zuKrP//zNy9fPRVG9yD7grEaB/iADWeZDJNAol7r9PIinbvo3/jh+cVrAfVWX/vRez/7+fdeuba80EIoCFigTeg8sOLt/oh6gAV5pQnR2FLBIgl4uBTGr3/5/q3bv93YuvvxFzf/y79ufHyT9w/j06d/9qN3r/z1z1/7i/eunumGX4w/a9tYJ6bbOHXpzet/9dd/2+34haX2xx999OXdhx99vLG1e3/78OH28PHFK527D+98eXAY9FrXz11qUriz6w6G6V5ygFEnHVI6bnvXlCAhpFyoYn5/4vcS83h3vL0/oOZyuxEs9qLFbhTb3LzJlVFTZM95KS/lpXx3RI5DMFqYfVLTACuzWCs63uOqENX+14IanUqTsDRAkFUuvLWoOq2YUOq6Htf/zMN2wFwcpvDMHl1vfr0t02diY2aCGIsjM6pruRUYUNdgq3WtbukdNz9OMo209ksdmaqdv0//piPfPUGeavVUb2vaLIG62r0nhexovZ1FHrRCU1fFM1PB6JFOL+FGovqnhWGAKuMbPeGpX8is+4oK+beT7nBa/FMbln8ltUlGU9zwhMHli8RZWhzJE1TJ16sgFOf1On0Ff0jrmFDy0XHpVnliBxf850rPHFPPW+0zvlAUPN00pWedflXveZnt+fxfD5TOWYUOrOVCVHIETnv6eIfrsV+O//kU9OpFh+jx6/kYGfzsDSXZjJb+A7Ow1IsKsZrSNCJokSqkzmlWbTc069D0PCBR/XctY8xObKyeNLqKEPMXfK6nX/+cc2w6n2sBjOUH3zH5RqErgmrl+IgCLFICLIGZ2IBgiAkqPuJgCT20iksbX71Wj6bpdDpxHBnDgCiJlCljtBoihUk/XZKJKGcoMEo2T66sbDhiCgkGOUaioio0A6R6gRJYICZP68DGRGHYaJANQDkpKBGsysmjgaaxg5QjNCwUmhAe4hwTQCrqi7wEDOQBg9Mt+U/RMCsfpwT8SY16ZlKv1gTWhNAMsECgAlERyUhDW2ViIQXnLk2WKY/fFpA+fvzw448/XV/fHo6zNNPMeecyIs/snBsZa1rNdjLBeCJxHF69duHq1XPLy/ONhjQbvSCIgZiZo6gRx+3yZdjAGGPArNbmOWnYERRqIeUqVkxwVR1PJo8ePvzg/Q929/ZsEBCRd06cB1gQOGVQBkoMORU1tHL54jvXb1xYOR1FsXM+gQkABWIA3gMAs4EY2GbQnOv00pXlldeuxXO9i+dWz737xqvXLy83ggRQLU5xtYKucuq/I5QiuR+hcx4ga21+CwCCMKn6pN/f/eLmZzZ6v7U5DuaWlla684vNRjMkIvVFOvHC9VulRnFVD03Ne8OCnRii0GbqDweHF6+8dvmtVy/cON/qNkNrAuYiXbhWA+EZkjeeKIctZZFGuvfo7v1Hn6zt/Pp+//Zm6jkx1oubUBYEYZ6vtDxJLfGMqqEMYcqIRtZmoMy5kSKxgVdKiKNa+unKchFqRmxZGTYM4IwyVyHlhKJPlEhBRGaSZEtLp75342erp1bbDdsJpRO5QAYB+sx7e/3HG+vZg4fuswdbLmosX1q9cO385d6pU/Eyt84ES5cWz547d2G125u3JoX3SBKabh85Tu4Jqfixk0ZqKMr5CzorMECWnL4YvRUuNk9d/PE4DJpnL5y/vrgY2oDgM4UhjoliqBmNaP9AvM6b9tLimZW33ruwcCkZajNaXlo4s3T1QnelFwK+GIuOdUzkI+8NuMrwTkbFQgMi1jH8gWT799dufvDBf//ks49+/8lnv/v9vceHKwN/eenspb/727/+2//0xisX+dIZNP2BGOmPs/7QBfMLS0sXVk9fvnCx2evpuYvzv/7lv/3iv35y7/ZNDXAw2Tn/qBPF2StvvvfW9eVXlnvhZO/252uffL55ODwgf2p4ONnfT0cTNIOmgBRJofeQWd8+3Ng5zISJ2FrqteOl+TAKCl2uInt7zlXrpbyUl/KtyYuZrHpEO5893K7Un6nNV2XKmhXi6ZW5zNC66Mw5uJakJFSGS02vrCn1hcEzBXxqDS2hJSntohOaVHvG/F/igrsd+U5Z2lG1DaiQila96pyqK/IPi8xWJ1dYVUxlksJjWMYMWqZTHfnZvgHVLl+DJ+ocN8cvplnw7SjSNIv81VQImtKKP3NtP6FiFDr8ESN8ypowO76m1T6rruPyNbeer4nyHK/9qdDVCTZFHcI78nq0euNlomeUGQWJclego0X/YaSqazq8i+GlOGnEFzflBF7lgP+225ZLRaR7YnKFcoRP01MeeRc5NXtxtFx7MimDDTFT1NG5/KyR8E32Ax378/jznnCplq3+Si0qdwYt0cEy1xlJsVTq8Y1mtvZn1jhDO1UuY08s7RktfTH5mpOqjkPrH3aKfhvyTUJXuYFdEN9ROUVz15My4grZZDIZ9fcPd7d3mnPa1sCA85AoLUdbXWUpSp4NGCQiUS/IYmuABOMBgEajYa0F1KuAy1sYlVcglWG+CniCrXYsFRZhgVG1nHuvEBEbM006UFtHuNRhilN+aMZGAEe5L4ia3K+ZKQdjco2IjqD71W5fBu8jtEEQBPkJnvPO++wJo+tP3zArcgSpuhz4YzZUUKnmDBUF3xLXFjQFKYQoUwiR5ATu+/u7H/3+g1/Omo1GAAAgAElEQVT+8tdf3n9oTNPaFpESHPNEdKwixkbQpkgswKvXr/zd3/3F3Py7zaIuD4ioJwOa+gAGpJYUBA84kNUy1WlFc14MVBAzJ0ly986df/rFP928dSvNMmZWhWSewBw0xQRkhVlIUp84yeZ++pNJpxufPX8tNvYwOXRZElhhtkw2y+AhQcOAYtg2hUm3pxfOXWAeXzhz/eqlK2/euP7GaxebjZz9iCocCictqYVfWKm8q2rOzFUwSUEIHpoNhgdnzp6JGp3e7cdjnjt7fvnUaq/dDEMjNt9HrYF4qJS5E4mKrU5qanMAtGCp0elduHz5e28cjof20pXXfvoff/az/+k/dLrNKLSBsaxgIsOGIDqr+NbbeXy4CBGrRDLAwca//fI3jfc/09X99m66cv7K3HynGYdNaxsFPcgUTpvtDjApcxpGWRg5cYeD4dZ4vHM42DwctEKJYg6UrFiGjEOMA+1DxqP9g1EyWd/eWh9uA3MOIlqEFecWATSP2CVjA8D25k795M/+5s0b35tv03LXtmyCdJ+lb8PDze17n/z+8S/++dbtxwftOLxw6do77779g8uvXl++FLTPSGslng9tA+0IbAQicM47R1qYHjnkq6QOzrGkRAZC5I16iCKIgqXTF1qNxauXOF4dpW2XwTJULUxXfMOlDdDcWJxFx0VLabCEMAx62eUbVy5/v+0DpjaMrY4HDAiAgyEyYnTUwKghQyCDBIFEocYhaI5hkWTJ1mi49sGHf/9//d//+fNbj//9/fE4AVr2whsXvv+D9370lz94+z+8ujo/6GIXo8FYpa+UkBml2d7+gc+y06dWL55tXjp/KrbNdDz3m1/fXbv3IG7QmdOdCxevdS9e6JjT5+fETtaCWHfGozs7e5NkPBoPRqP+YKy9dujIWTgDB3jrfTbJxqM09RqZIIjiRqvZaCIIMDs/Tlwh9buwcr6Ul/LdlW9OGT5WUoFN4ykWUPmxzHj8A/VcVLVftJZ+ukqwkh8mSJm6tqqITnCnKvynuTj0ef6nkTIFFZ5gQhTbfb3GY6F406xVtfRVNXO2fn9u6/Ixdw8c/XNG535S66rCdbaPFCQQKfGv6ovKCNXZEmo1nlyJ1r6ikjL2KUJHe63+JGVOmJMuqxscdW3/hfYLKnXOP6Kc2Oan7IYlSDCFBbX2c+K9lTGVX1GZVFpkaQNwdDZ8q9hQLkc2dzqRhPtFSnt+eVItNDt9qh6m2fFWr7TCp47MuxrgQIB6IDdWqmVOjtVFhX16cjt12h6tXumTHucbeXdP7lKmI46HT1kSnirF5sBU62sq++zJa9kR2+rZ9T7hlOCZa9NzypPK+Ram0HdbH/7mAwbLrqdiv/QENUoMZoEAWTpOdjd3Pv/9zfXANoRZVQEvOTW7ivdUY1qs9sFqbzYmAAAGG/F+rG4Yy2C8s/vw4cPhcJiDZjniVM0BLVGT6RSvLacEkKgFoJplGRERG+e8y1Tz8DRSUWHiXFHI2ZtVBWqMm0DGSTpyPhHvmAhhFEURAWwY0CzLAs0AhgnUCwBP7IjEqKcM6qBiFIP+MBlPKrwvp5mf7dHacvMnLNWSSaqiXuCyLBWtKw2GykipMt+FlnpKxfUo+SmmDfjxo7XPv/h4MBj3B945a5iNcd4dNhvMTPv7I2MX2c475VFGr9y48f0f8mqrUwwRN8nSyXgySrK06rY0yVzmvXNZljiJLQuXuY1yN/4yVDBnVMXm5satm59/+NHHO7v7YRgzWyMIwBwEaoxaEmYVdhlB9s9f3jsYTsapa0YmCgOfpawZsknq4vE4AXwIBARk4WgSdHunfv5nP79/f7cdzl29dOHMynwYWmJDKLIdApgFyo97n6oXz1PMrbqgYI1ttbunT597682stXh+oHF39fzyXGiQpuNsTBIb2DAAoOphGGRUleCJRLzzIkHcgAIw4M5oMo478+/+5CfduQsua5w9d+3SKxcvnztjvwmHawBAA43mK6+5PWmuvtH4y7CnUXt5ZcGqC8j4xDM8bJCvWFJyyBdqOjFBmXxgszBymBxsrt++d2/ul788HG9/cKrbpMyxaZioBUkDk5psn7N+srP35YO1g/EIIIQNTyQqAbOBco5bqZDCgixMZCNjm6nYIG5evLh0+Uy3ZVPyI8gAtD33mDfXx9YaJ5y6yAbLZ86+ce2V711eWGh0VnwEiZACEHgReI8sVXGGifIAa1YhdQREkVjrIQ4gpr39A1JZmF8AOG50G4gyNHbHhxvraTIcX13dvng2GvYlGQfE7QSHnUaIbrydJJ/e2z14tNcwi6fONELLTYuo5LEA8uFFcBPoIEa/ofttHAIJREPhQEwgxcaQpenhwf7Nm7f+6Z/vPHiMTNq95Ruvvv3O6z9688/+6s9uvH5Jgz5DgKanUFrdxpkzc4fqMx+Gpt2Im1Fjeam7Mj+nCXfii4u9Dz/+5PNXLl957fIbr168vLL0SqextNo9DLJ4nO6vbe9+/nCyPZbB4HBzc2dnd7i63CbEARyQIB34cWLQmkyswket7sLKUmeuFcYwJk9NWwmfpAD8SS+bL+WlfPelDhBRnvENs+YaPR1CPkltP3rxs2wLVYif8X6qlzDjXiJFeYpplEqufGA20kNqwS51nAiA+KLSJz3UjE1JR6+sDs0Keq/685V2V35dnR74BBBohtvrCDqTs8hLQU+Rf6Vlg06A9er1PKW7a8nbp9mqSu+Pmcc42ubpF0/rta+wYtc79zhAUCYgpPoFR3og/71SVmtGwjNq1vqNpGX8+uzj60xZdNLPi9vstUY8Cbk7+WKqaqwrmU8y80/AF2qfF+Pp67T+m5OpDapapJypf01ASZ565OOvamEVywEfC+qtvqu6mp5QfvUhT9MLHu3N42jXiSU8RWoPWAVLalXU8bZ9U1oTF8zpNWaSI9V8fZK3opd1putRwwFOfJinr3FPkuNQ35Pg3voq/OxCa1gHZqcWnjx0voLQzJHHTKXfFfnmoauyfxngnLUJbB2xBwIbwtvdzZ1//cUvdx7fXW43gtQRlNl41UmaMCEwnMNYnJ9nAai/S8ojWHNCHvEyIp1E7nC8vfvF5877PH1uTlM9vVGP7QmFokLFr6owbAFKszSIwmarqareOQpyXYNU1atX1SI/YO5Voo7g2HKj1WDDXryKgMlaZoY1DKjzjnPoSgpNLrdLvaiQU3WAi5wHiMiIUP7oUJO7K9Xaq8Us/BM2wabomrKKMpF4BxJjiJly5YnIIIcEq71eMbuwlC+NxPs0cwnUE8QwEknH47EhF5hUrEnSbNiHCccczTnikQsHmR1kxgEFdGVNHNo4DMIwzAFPgJhNnpGOYQxDy6DSQhFTndI5qop3YWDEO1LtdnvOkwoHRA2QT8apTBxbH7RStDPqGNM5yGQMEjYeGpCNQlanBwe729vDsUPi3ZdJv2WyNic+GQxtY2lhidF2IxHJNjYe7+xumIA0Z5WFqko+m0Q0Dx5kIjYmDMPABs475/J0lppHPYiKlLQZeUA3G7gsNTY4e3rVmaazRkf7+25/4obGJaEhMDLxzW5nfmm50WwaUGwErOxG47190+yRbQyzFBFv70yEwsuvvHpq9Zq4Zqu1ZELZePwoCK21BoB4n6N+L0TfQERKTIrQJS3WsDl/5cqNU6ZJvZWxaOoyZKNhfzwYj1m03e7EzQ43SBgOII84x/iU8vSOQUBRCGQDPLzzPvz+o8Znv5JezOxdGHYVsfdJZD3JYSAjHk3W7mw93plDdBa9nglDSyYAGWiR8EXEEFkiCzJKLvNOhC2IM9FE4ckYUATvkfVZx2y8wCSuobwqdMZrK4gDNk7ZIufkLAhNCQTV3KsrR2lFSB2ZRO3YkzEUgg2MtZG1lIgOx/1RcjBOx3v78sFHDx+ujdJxunM9mf/ZojFRYJtkDsPAeNsfukfru637927f+t3dGMvnL7+2fO7i+esXV86GnQANhSlQUQ8ZQ4YRTyIdNjC2SJymgTqr3hZ7ZsTS7h9Ek9FCq3F6YT48e/4nP/jx/3L9zWsXry/d+P5FDoeQfj9NR8l4suvH1A4XF89ctRfb7QtXz3eajUYQayZx0Hj7jTeunHvtwulXvvji3qnTZy9eu7xyeqU3d6bV4F6wS1lydef8nXubK58dbN4ZPnzwcO3e9vbmyF1p2zA3uiZI+6N+erBvhpMQ6LTn5ucWu3PzzU4bocmTA0zH1J/0KvlSXsr/gEKzhishP1DHUaPh25uZdWcPmQ0mPG5g4KRlYgrFHDWlps5DWj8TfVK2riPFzpZPRL7WPKpyCR27pWZMz/ggHZG8k0vQ6lg5M/ghATlRRvn1Ezfr6rUd6bN6tXXgo4bUHMOtTiq8MtCPVHfceK7jdU82+0uPbgIUVYanyqejIiCnkhs0PzQvwiymJRdhVvWQrhmw8kQpfdWL20sP9qfdUTyVKhNPqRqrvnteO7K8pchS55/V0mdKrnvnz/I0at0ShqubVgU08wfefWumHoGo1EBFRBQkJ2barKbFdChiJn7wOfu/yuKlKGKPZ9ullPN+HRnb9bWnWmhmvai0fv2LjoqyQK2eMb+9Xi9/vXHyIlI8y0mc0TX5NvS2k2uqvahvDgx62udPq+UIMDF7KR275GTE8imr40kll3zEs9DVdyrh4LcCXZVZgrngaSLrbDCBNLutcWK2Hjze2rj/+Ufx+eUeTUbeuyAMRTXLMmtNGARevBKYpmQGebfWRaECp5oE1tnJfrJ3kI5PZ9lpRkjwTEe3DSlfXW3ecNXY3J4UVa8aRmGz1SSCd16EyBDKbVG8eIgAwqwEAgXE4LDTWQqCFnJCHaNEno2wURHv4bx4QJV8jkdI7r0FFfJOnPg0Skftdqvdbnnvvc9fSgAEgC3P4f4U+a1qcrxvDXEA5TwXT+kBJwAzBSoMLyb3PyruQ3UeWc80OhwOwjCYn5sbjzba7UajZUYDMkh6raZFeuizXovGGo0ywGMosQvmEjQPRwgbMDQBfGQRRSGZYJQVTY2jEAKoacRt8QAHirRiNKsvNOp9Mhn3Ou2FhV6jGa/0ltKMfaYt0TZ7N9kZjCYDrwceQx8BbU9x30kCMo1A4Z146zM3Tj/98INPP73zaG9wkHhJx7FmTZnEJEnYGIYtYxoGARQqXossi5qnuQRpRS4LQFTTNFPo3Fw3juNkPHaZs9aKV/Hq1Yv6/E1wzqVBQgTDRMTC1lGQwjpl49JAEhKn6jIVR3T24uU3v//OhYsXFnvt0KScHaK/9+jmFw8f7R+MsZO4/TRVypqxCYOW4RajrRKmWX8y2RHJct5ZUEEbD6CGuuZ/0tFfuOxtVSWGUqAwHkxWTZRSOCGTAplk8MNAE1bKUm02566/9sb1N1/pLjZ9ksVKYAsClKyJSY1PRTMHAmSCtbUvd2QrGkecInPt5lwyoX5/v9Ega4QEcYZkgk04YBEOELawgRqGK7VAgfdwatSSGCIbxnEQATQCLBGDA0CROEr7mvVFEphAuedpKckWPLfDZhgEgjz1dI48GwtY2IAAkYJ9U+BB8LDDhLspOjGHxKyTqN0GCDrePNy5dffTLx98+cWt7U8+297aFFaDYfDm5TeisBFFDagwp5PR+vbmx2v3+o9+8+v3//lmNpg7f/H+tdd/cHn78Py1s5cvrJxd5nYBXQmQARlpYiQJ4SI4p6nRlOGK5FkaRNGisasXLv7sb/7nq3uHQbd35c23fvz22+dPn6Uo6CsfDtP+/buP795ef3T/4PGjfhI3z72y8Mor1y5eOrs8PxeaoBvHhGHc0VbA773z5uXzV8LG/OLp1WbPwiAgEEJQc3Fu/vzplcX5LyejtfX1R+uPD3a2hpMhghBABjdC/+Bgp7/28HA0MWHv9PzSUneu2e0FTYM43x1UAXpR5PSlvJSX8vUlRwEY5HM4hFhBkkMTTJKf+ZWM0CeX8HS77Dnm9CxYRVqDh+pEUU+BrurlzBp2dOTb4yzkz2vqcs49PlNgfcXSWgOOtEpBQlpvP/KNqqR+VlT6Qw2vohQ0LkgAimw/Tzd1phSksy068SnLb6cp0p7QcUdvOSlTV/VOjt5W6cBP9l2gmuUlFShGNPMUMxBV+dVsFOEUyZppxDMGYAFbeCADUoJQoUVMFUtSGALB5RzhlqiANQpEYdaqf7FNTIsNnbKvDV1VBVaE4gDouBNc+Z4K5bTWaTxbzrcr9feU23FEORNJyuycZATPPMWeFTmkkyp5hRAB5AEoDOVBtccTfz5NKnqNakjXlp0K3ztaXK0/i7nGtR6uYbXTOXK8QUdWguNfVYTuOju2q7v+UJoSE8SBEmIGHKBMM9/6PEArX8oUzIU36wupcvkUe55bnolEfwU5jlHU5ajjX/3G2nDTGoRUrVYzG1b5gEeX8GeiTvlduQ3CUC2z81bz4rumNX9z0FVJ8ph3bhFcRxZkQWYCckxenSohTZH0t/s7+w8fatr3qlziFsyggvJvSkNXm8cAwGwpr4DFe4FDmxF6ZO5xigabFSIFhA0TVfqHCDTP9l4752GoAVmoARhMCqQuG41H/f7BwcF+rIGOZWgcEWVec+NcoEIQZidqxfYCG6fjh2v7hwdOJTDWBgGMlfH48NHD+9tLgcYmUA+wUpAjnUrkAcfqyXmdGBmZrB+OBmkyTsZjl3kIM8fMDagt/IGODMvamH3K6vVHFQM1QBDapnio+ilkgZDUEtgorE5XESqc5hmAUs4aRo24uby8cuHCpWZzzoYtgUknfauTTugpG+4fDLcP3Jc7drQzgl3ixpzndqZR2RcOOh4NDgaD/mA0GYzzD4dpmjgvUMPFUSYBLPAiMlXYykiHwNgwDM6dOzuaZMSRaEBCbfg2JuQbB4fBoz1Hh/Fo0MjGFtY6ghoWgoVhjtPx+O7Nmx/89ld///f/+IvffpoErWYQxJK13KQJGZqwbxrgkIlzFENVRafQVe6QBKghIpAHORFjuREHlikdj7MkZSWQFSWvQpzb7cQ1p0OCMrEHe2IP68BGnFWXE4FloLDV/cFPftZPaW8w+vEPbyxEASaDnfV7n334m3/4h1/d3xhspbrrMg4AzcaDjKiRQ1eEEdBXdeUeS8DJJ43HcyMWIZnQHGxQMCMksVBLlGd+hINOXGqtiyK1NgJF585f/08j2F7rcrTaDYPQmiLLuYJh4c2knyFj2CZsAzbGZG84GrmQ4JAM+5BgoqpDDUKMEnSAc12M+t0DHWKUJaOMPALKlQiBOuSOlkIQQ4iMDTlgGA8jbFOyUZ7LEUCgmUXG8AoWij2aHi2PQIyCnYH1Jb2Josy+esJWY4wxjQgtggWggmwINxoc7N7/5ONPP/3drz/84Fe/u//gkaRptxk2Ly3Pb64v+/35JJl4l2k2cf3RaPPhzoPh47u/u/PZp7u78dqXOw/X9m7eunPpxtW3f3gjeef6pXNhAwhgQAwirwRwYGwAA1KQU80EbpyhYZS6cxevvu6Cpauvw1M3CLpLi53zS4ibQ/j9ZLx95/O7//rfP/nFv9y893DSWVi68cb33n3zrddeuXLhzMrcXCMMReEIhjgMm3b1VKfbW0nFmsgSwSmUECkBrW44t9yZn2+GjSjz5EbDyd7u4aDvzbwBAiQu2drdWt/Z3D5IPbrL8yurS3NzrVazwOEq5fAlbvVSXsofT3J1hYQgREJF1jwi8gQh8uVFx+UZ0NWJlVW0o3SCA1SVI1ePZSE8BmOcANIcyTz1pAbgBVWvEy8mgEoWYRCkzLeFkrMnb4gQpERoKm8PT8gIxPAEprwbqpJyP4chaAjyQAS4IiKJKkt7NjRpShF9omjt54gcCbIrFdepK8rxe2sA1rQnGNAZD7qqVXUDvrLY6vZB7inHTPlR9bQxWpBbF6kiK3b58meaQrJCuqjWG099xcX1+Tm9Ah40UVLVBOSqU2cCDMESLDkiBpEpUKuiXiKoikCVjqj2zyMKCMjlqZPrHfQ1ZBbCO3nScu3lHrnliN32fFV+3e2bVEGUO7knQGopNUgJrg4eKEEpYTZU5IMyRFzw22k5q5+n4dUCcTwxUQEllBcooYiZ0erPWVziOE5TmykzkNMLdSrlCa9Ouvd4V9dn7leT6VpVfkD57CNyRAlIlCbMtl6FJ3hmR/AEYSBf6CjXT1+s7ir/7NGnmnY9cNL6f2LGj+evt76uHcGAqNyhjuNQR2ZIdbvWcnccWSCJpo85fbrZco5Itf7mnenzveY75WB1onxd6Gr2lDsPJjeqUJF81sAp2GTMYih1qarpLC632xe6bduMnE/2QMLGqAopSjChTAxYBf/XYEhRIGeppgyaxFa6gZPB6OGa2djPq1RfBE5BAM6D/IrdjOtLRQ6/szFEZIwR9Yf7+1/cvLm4MLe1dme5E0Q6CjQhIicqIjmdvIA8c+YlkKgbRHZ4e/PuL2/evruxvp8kaaaDza218KbweGPvzoen51pWnKoB59CV5CGHntWz9zKJOF3BIe0/frA93ni87jIHsDWRNZEqVdTytR6v/UL1//+IcuIiaEBRaJtREBOBisyTRMJQ9r40NhXl7BQq7iItnPVp5dSZt956t9ddTlNRisgEBkmgIx1tTg42N7f2Pr27vTbYAUbw4kzsKRQJ2eSzVKCOIUywQdBoGex5IE2zhNmAjALW5idEBupAql65lklIVRtxfGrl1E9/+tOrr76WpCLCAZumjGN3QLKzf7j54Reb6e3JdhJkwwQu1jLYDwAjcF7G49H21sbDtftJmox8MBmlDZe5bJL4ZGziYeg9W9E85E/Eixb4lTCDuEhXmZOgeYUyE2kyGWo67evIMLHNAd86vQiKODpiIiXjQJmyKBkISwaoMsNGNjP7e6PxWERzL68AzUZgcbi3+/knn3xxb2/H49BQ2AgCw+lEGQ3mjoolGhIdGlYinqn2mApyhJ1dVUq0oVCyRclJBGqQBgWcTN5BUu9SPxBNAQtvdw9x5vIb5793ceVc91J7BQA0AQBm8WQQtaJeI+jFYTCxc/PLZ+Zi17HDVkgGGlBgyACJDVKiQ8kO40xC38nuRwdbikxDNSTwHrAqcJAMJMYEKiZL2WXsPQkUnJGBsb5UyhnMoYGBMCkRiagg541H/j+pBMRSaSxeINVZC4nkBH9K4tw4Ixc0QwCSbG3srH2xt/3wzpe3fvnbf//g5iefr2082ESS9prdleXF1eXFOcPBwbCf+awZx92o68jPc2e50dTV9valuZvjyf7h7a3fbf/md413fvITZ9JHw+333n3z+68stUFWAyAyQZNMTBz6fACBhFTIexKQR0BBkxdW5pbOz7V6DVUEQGwSTB4i2Rqtr93+7Yf//t8++n//n4/7Sfudv1hqLy5ce/3691+/0ApBgvF4OMqG7ZaCMiDkZqfdBIBUIFwp9SHQbTRPnV3YOTXf7rVk1x1uPr7/5d2ljfXl4enVFqUYpJv31j/77Nba1k7K1Gg3F5fnl5d6nWZQO+H9Y6+CL+Wl/P9VqNxxAYBJVbyqAEzwqkQ5Lg6chDHl8kS85OnTuq7CH8GnKrOxQtSO3XpE71fMuj48x4oyS0r+bKlM4yMfog7tUHF8VldY83zZUsurmC99ktMllikOtcqqBXCe9o0mwBjIAF8zmOvoVb2DTnwP9U6ZQmOzFzAQQO3U6WZaWvV8dT7p0qjWI+XQ1Htr2kHHTFJF7cWWAW55r+VcZZXlUNzGZSaeqkkElAFi9bcy1VX0ObjhUUSbqQWFoDBvjELACoiU+iCV/UFVTF/RK1X2Qy3Mi2lfPbdQdYvUuuVrCtXgSJxcINGx0T8zq2p22/M16Ku3ukQAwVAhMoXjvDoiB3FMarhsIKBIVQ1IcrBEVShP1pC39HltqgrUq02l6mGLbiNAy/zgZTP5WOn1+GRFSQNcBzpqt7wYpdjsjH7acx2Hfb6aHK+RAA9KFMzIVAnTkwUoICq5y5UrJ3rebS/UGpqZZUXJ1Yf1fadYY1+w/CdJHYE6DgnlbjZHUKr6XdVQqa//0x6kmbdSYHOVA07VXfUh94QW5v9psQWTKLQGiX7nDn2/FnQ1Y5GSgohRcRoxyIAsEIj3qXdZlrnMqcjpU6d/+tMfv/3Gq404I+2HIQdhmCSJqlouqKwKkoRahjUtKlTnxHtReEUaWNcM0TXpo1u3P/zo8L/929Znjw+tqjUWAqY8oR1VrmC+trRDBVoQzbABGwKA0eTOzdt7O9utQJdapkkJuaGxRohIwURec7dGEhjjw8hzM3vE43uHw9HDPT9KgGRt89Nsc/fRg4/xYeR7Aaw4hfUIctTLAw7iSZS9c+OGcado2JgcbI+xNm5YM5fABobjMMx1Pa6YNfOGV8tfbaTVtuI/ptQ2TM1xiThs9rq9VqvJlHs9GfUyHIyTVAomcc6PRAXiGVZAqsRkVKHghcWVH/zwx5cvf0/VcNASGCvjSAfZwYPR/qPPb9/dGryvvAUYkKbivKghU/jFE4FMHMW9bm9hbm6u27mHfYC8auZd6pLUwUm+suQqorJRzTGF0sc7juNr115ZPX26P5w4ARvLKlF2GKS7Wbqxd7ghzc83x2u3Hh0CYyQBiXJOpkDwEGbT6XTPnjn31ltvn3rV7PrQT7KWyLxPW5KMORzY2BkrTAplQ+K9OAeoF6/qQT7P2JnH3zlRBQb9/tbmxtr9RwDOrK6cOrUahlGr2QqiQKFsON/5qsWQCUSsbDzYkfFK5DMjjoicl8STCVuvv/bm9165fu706cASkAAmajbDuGXDZhRmEdBtxsunFs+trhiKSWNoA7CKvugeQYgME9eY+GuBgdPRMZ3L+eNUDB+qnog9NVMfEQILjsmxH4OVA7O59XBj49HGdn8wUhs2HBknIMABFhlIcvBIVQMbdVsLjJhUWu2VK1fe+F//5ievnm9FRljFEltiwxPDY8g+sr4eDH/9Tx9tD3Zvbk289wGTDSwsfK7/BgFckMjZlbsAACAASURBVGQuy+AyYkSNuGkDo5Srnn66Q4qIeBGRHGxmAaWiY9EQCAolVoHiEEnBxfm4eCVia4OMOQpsSIkMHsc4D9CjO59t3Pnk8w9+9emHv/n4kw/vPtjZHuNAQMxnzl955/v/8Z033/rLH8dvv24+OLhvwi8JNuT2Ym/hyupbb746H15svXLuxr/985e//fXdL9f3D/Dwzic0aST20+Wt7c2G/tX5niyFFGQG3Jw4PhhlEwAcCayCPanjzFNiNHWamDBNZbJ72DA2pCxpp4+7sqXp8GBzb+P+1sb9rXTsAFGftdqRSLK2tteJrdHMuUGWHR7G6dx803vvnQ+itoey9VFkFBFAQAA00Vpaml9anm+3o2x9Z2Nr4/baWnft0dlHK3qxOQr3RzvrW2uPNzdHEx+EzU7r1Mri+dMrrSgg+CJS+6W8lJfyRxLVfMshQKE5Sq+5XzMDRslUNv6T1evnMsjKje2IHDcGZ24qb5gq+rP2+PPTfByxJqcER19JKpteS0xKaiYW1SyTXKXiEpOZ1q4wKMj+ylYUZrBXKEOIGRYKkC3dZMrAzTqkMN2x6djbqP9Os3TU+Wc5AGSAYApdafkMU0iFjxZ7PDVj4aahUEEFwqmUJuks/WvxEn2t2GPNppzxp0zkUXjKFZpHMW5Ea9/yTOFUDtynCZUxHCHIAF41U40UQc58i7JPPeBhOXfpYwJQetmXlnyhK8jsEz1zbFZ61xF63K8j9Exq6Zks2FOqMQCkInSkDd+acaLFP/lrYtWAyQARiIhjICQyEPUOqHKcawS1gAAhNABy8MiX6RKep621CUe1zwpsAce+IiD3uD9ShZbDG2W2CJk6VR4tBV/vzT79xinO8yJl1h7kiRURyKoqI1TlkoWn+M4oAoVRsNZid/O5e9J7eMq7OdnrqkoyeKQXT5Kn7yNPFz3p3cwgTSfdMr3xiF9Yndq6fK66L3A1zk58YdW91bcV0RkBrESAYa4eWGoJ678T8s1AV1qyIarCFZlGxBiBOrCqS41qaAxl3hBWFpd/9O57P//zH0VRwjyMI8OGJ5MJERnmPA1fTYioPK/LNSSBSJ6WKyOaBJx2MLqz2Nva/jgI9wAS0WySqvPq4RmGyi3+CKU+CSgFpUop2LGBtQYTwv7h3u7uXnq4Zpw1qZWxDYzPGbJBAjglZaNqjI8jMW2/3hAvhEHR8ATDPu5Ptni8ayYtzgL1ClNCVyW6zCLkWD0SWRYsAI8z7GEczndhnMEopJFFxsqqDGKQA+WGer6jV8APvehK8+2J1iYMABjbbrd7nW5gjC2279Hu7sbmxvbG5uHBqbjdQccD5KAOJNBcvSAtFCy1NlxcjLrdRfGkJhKFdVmkhzJP40OzPxy02k0bWMCCKEtTcRlXmUPUQBu9zurpxc2F1r24CFZoZ95t7zx+tH7n/E60vHiOTRYYA28BEXWcjzYt+tVY256fa/d6vXEiZOK4KVkapH24RfgWP5zML7Xa3dBQzmsw9gRP8AJheHgRbTbbb7z5xsLiqds72WYSGbUtYBFpF5PM6IB1f5T2E2+CqNFoNuMI6pNkIuqJVdUThODzTiF1k+Hwzhf3P+r7bTqYqFs+f/2tH70z14yXOq0gDIIwMNYUfonTFwIAQuzBjhhsSLxVJaXM+SRTG7fOXbhy9fKl5YU2ic9kEOBwkqRh1IrC3uFwL230ls5d++G7b1y/cLoRRgZWORSyihEwMExMnCcIZ+JK3dFSty5Xy2qQqBIUDLDXXBt1UJ9p7NAitUY1QhrIkDmJYlp/cOr3HzQ+yNZujYfgpoRt2CY0nLisjQwWORTMbAg6GY/6BwNovDB3+tyZa99/+8c/+f5qbIUoZSXLhnUc8oR4CErxYGP8OPvNB+9HGI/gmVymSQLvIVKqQy7z4+FEMmkGUa/V6DWDTiMMA1+mbQJySjLKT8dJVSAecKCMSAiwxHlKP6N53ErxUkRBZAAjXlWUNKPJOvr7B2vr/cT//re/e3D7zq//7Ve/+fVvdvbHFNDi6urqwkpr/twrN370Zz//mxvXr7x65qA9tzc/dwhDu/1+P7G9xkJr4eLSudXTzfbp5avd1vnTy6uffHz3o0+/2B7f/eDX25g7lezuhYPRO1dXrqzYN6/NZ45HqU9EMwBeBYEn68hkBAcHHWYyXt9Y+/z2g53DYRBGEVPT7bdkIJnu7mcffv7g/qMtCwWnOtoYbd/91T/vN0yzFcXdVtOyH/S3iPrNlplk8SRrhnFnYWnx6rWzZ88tRJEhGCjgCDZozrVOn+2cXeW1w/1hf21zY+He3dtri76zRHZ/6976w1tbgzsHdmAbV5dOXbxw7sLZ5WbEKq6ej/OlvJSX8oeX3Nr2xV+ekBnNrDijFp4iRURwCs+lgn4cgToRPHrSwfjspZXBXpk6dQukApiAY2ZW+fcLQVdT5AiF19VXVsAIhb9FXoj3BYClOa5SgUtloFGdTSd/aPUIPawi9lBnvLe+VMtHjBEwltW25hxZOTmGAr5AlIoAwxMNn6c/08y3RfoRDVWCuqVW9pU8IUKlqIW4zAheZEU6bkGWmvuJ0EyOcx1vWBmLd4IFTDwztkwFtFUDonQQOw6uHS0qf8hIKc4kUo2IJt45kbPez3kfeOeRM1ERRiYY8KJhYc4zCZAI507rTGy4SOVC05eMAsg73neixAWhGxEzFSmXiRgoiCa+nmXwZJi5agNBRXJXgyLgQHOfN9XipSgTierTzPevL4oiXShy8jCjSoZaBO8w72nFi2G1QZ6c2kMzkD8H31B1hADMIED8NFqWqqyfdTliaR0HSabQ1QmNpDp3mJZ2HACZdbmSKZJ1FLEq3+kLeV29wLVfDbo6XgiO9YCBCqsjH0NXRSbel3aCl0bmulk27zHy4vIMbUTilYggYIYezblROSc+8RmOvqenrtJ1h6PjtLzPLZXz5Oyn+owOre6q/MKoXP+nV0wtqRoWWiv5SW2t9r7cjMwZ+BhogkOwy7LEZWXric03li3+DyBfC7qi6VScwoeZh6gSxEgKdmBvIJHhThSHZDKnzaDRabXnF3q9HpgnhmE45/pBjk3NhhcRasNIVEmJiQUZcQoaG4yCdH9hoaXwxNxq95SQDEfGiUWZxUS5LKh0tyaAMlAKHROnYJ9HScMTnMAYdObbDW3SxPihQj2VmfAIAlayqsZKownbSA58f5AoCLDMjudALYAQUKcV9AIxkilY2ebLugfBGs+qrExCybg3GUbjzGXwwHg0DOccy75MNqymrAZqcouXkAFZ4W6CELCAEkx9v62pVSfJ7GT4ZkVrP4YIxqLdiptxEFh4z4Wr+9ajx3fWNzZu33p4bmWuGYVes07gDBxmpmFxNKEKIg4CQlDkJLQmIAkMRXZiPEmj047jJjCA15CYSUQmxAEB8AF8EytXLuz1V7qfRpKH2DUlSR6v37t968Mzp/DqtW4YNqhIN5NrT7XUACBwnv5awzhijolgTAzDYAM5tEadG7hswMXGGSaMFJK75kE0tMH8/GLD2osXr17LOptpGxJGIl0ZteVATX+sw0e7g60DT7bZ6y6uLC8ZktFoYAPTasbeZ86nuRu5UR/KZPvB/Xjg136/3uQFjuKgd+7c6+++d+Pa6WbAhcKnJ/rBKrMQexCYSclQfiJObAKyIdgsLi22ulb8HkhBsRc/HIzGAzeCybDQXX3j+ht//t6rZ+ZatteJxBrHRjWzRuIwDIPAO++cFAdaICbW2rpJhUaVO1RCVJWth3VCbAOWyXhw4DRyaKqn0DC7gdV+xIcBjTbvLdlh+nBt+CAwYxf2M5NRk9AMbABVaArycBkziCRJBmk2CcPe4sKp+d7y4f4onUh7QQMrTNaQJR8SKQILZFjwDRuwcwapaTQbbTtyw346XG60ACPjhCdZHDWzSZKMRkYj45JexEu9biNMylwKqKWvoUo9zz09IWrY5AM5T0vuCxskT2HBREaFUud95tLhYX/ri739O7ufDR7cXv/44/t37++///Hdg3EWzV1ZOXPhyutvvX3jxrVr1y5cPn/+0mojTpgGur3lMudV++lkgMZWNtlw2SRuS3PhzOXlM0uvvnr52qVLHyAa/ubjTw4GO1gb/H637zd2bl499cMbq4Pt84EMxGuz2SJYhcJYocAjaFMgSPrD4aMHj/7xv/7Tf/nHf9rY3HY+azWiTiN0k4kgPBz4R48Ot3eHI4wgvHnn4B/+j1uN5jxRCxoy2VYckUyyyaa1GYL5ifZSCd790Y/+Wv88DJvLC2G3GUEJzIjYLkRXXlt57bWFm5uP9rd3tx7eu/PF0sMVnG/Oj/cf/fb2J7+8+XBnfxEL80tnLp67cLbTDpoRB3/qKSxeykv5H1yI8rhowDC8QNPB4dba3c9Essg2Q7GR5wjskGWUKakCyqQoSJIrjeW4pXjiXlaHop6recf+/DqW2Yk61NeBrqoSqPDBeXbNdegKRB4gtSPYw43d9Ye7VSEDxt0dev8LMx+1Yw3Fe59HFpJXSM5AoIUlXDr/aKXIV4RQT2/MkUfxtSgUqvdVDgaUMfMzdxFVeQChzArNDxCrC6U4ep4B8k4MPD3iaPA8Q4XKp6YcD8pr1Iof7eT7c5WcSpPTETnmQeLJIqaGG07CgA4Hgy/vbI4GSV7KXoKbW5H75KARo9EMAIgnVasaQiyUDPJEhVQCT7k69zQEqurq8gPNAeQyCPGJ7X+q1LHZZ5RQDZhi/BABolSZWTkaVLoaPUuIX3hWVYejORhOeSp3VSYR5cyLCfytu6M0NZ12uD5Ikwn2t3HvVssmLSNpbqx6UkLuIjF1x6w1peqQo+HOdGyI5QR/BQQ5vZ/KIkpys2qQMqGkhga0cAujKhv1kTbUzaxv3Ip7UeiKcmiyOIygPCsXkVLN+48AYsPeizJs2NLM3L/X39npF6HQSZY9fDS6dfuAKQUcGQUzMUSK8X+sTQTlmdDjQlRUS6ckKbyAixYUFzzfg33V0LmnLJXPrvakLAjHCiyMqRPgKppGWBJNE1BUo5OEOGFKiYSMURpK0nSjB1/efby1Xl5J5jt1Bvz1oatituW5Z0EIDMAUIgQckALG+yxL0yxNvEsJjTAwzWbU66HTAhB/1crzGxPgECaJbBgEJohMGArHttMIO1EUB+VWV3MjlGpku5Q0BWnqvVM4kLUhohjUaCzPXzyzeGGl3Q2d8SMtSAI0P4IRYq9kTUSp0eGo49vp7od3HyTbE/SdcRKjMYe5+SunW9eWzXwkVlMwO+XUe5/3FrEw59Tw1iWdwY7Z325sDd9/POx7JhVLE3J7FgkDZurFImXiMy59sKm2hOnsJPkW0KknS31N5eojy1EcLi0sXj5/8dO7Y9rZUySSHm5sPH708OzewaWJhhYaGo6UjaLYO2bA0PwFKqDEhopTNwW8Jy9QUUWZVc+CGF7JKeAVrBbURkituVOn5hcX2o0ISUJAMnm4tnb//tLaxcXBYNSMrfESaBRZZgTepQBqx1mkpQ6nAjJ5dwfgAGQMKfmUJDWUPzelDEdaKD2qYRCGvajZjGGjlXD5Korophj5y3zsxxvxeoMfJ4cDZWvJ2F6vfe78ufn5lpm+wFwdSeEPzgfpw/e7K81uJ56TuLl4/uqlt9559723zoUv8LKqEZMv/wY4SEEMazERtmQBzwqXOtbQoCN2QZtng+7ZpdOXrp/vzi0EIJep96KBCVzmJ5PEsCXiJM1ElMioaLGXqZa41XQxBUjIejLKNmoEkcFkOIGJ88jRVoyAQOyBLQzut5LhpaW5lU6vEfqRmKFnpwGQu/EpvIM6uOK0xgaGrfFeFRyGDSbjM+edUwyIwoDZiFgIAg8omJgoCk03iiYsmc9gLGycwSgCaAhnhwO3szc6GLkUTSUN2bVCGwfECMo4Nc0j3AuWs0KRzPcPJhQ5aygPE1QQFSHLREaV2AStZpSEsSTJeHvzy63f3v70808/Xf/s7sHepOlMD43T3Us3Lt544/ob77z37g9/+P0Lc3PwcESjFiuGFJAEzDDsnexkybbPsrjbXmzPwWAp+sHpM/NzjZT3qe2jmxv3HmdusP7pB7v3Ponuf7o82n79/Ern8aOhF/SCuX2NFaRs81GawR4c9tc3th48ePTFx1+s3d8eT2AJcQeHE0gKmMi05z0YcDEwGWx+8fvN1MPYaOIAoMnN0EiWHTDBczCSBWgkdv7KtdfneosNCrpxDDawBmTRNJ2F6ML5zsUz3Y19NznY2V5bu/25dLV1uPXprY17284Aq7x8+czFK8vLi4HxBu4Pusy9lJfyUk4SAgyoaezIO+ztPX7//X/Z3e/OLUfcDLyNJbSiQllGk3zDzhmaQLnhyTWDcVogaugV1fSB40p97oECPAH7oRklqV7+bClf6bG/8r3HSqjs9iLP8FHbtSZV/EhpsntYoWBwONlZX99/tJNf9eUm/s9/0E9ufbEYLUSu4V2qxuf+21UQXwVdgUimx8bPaeXNPEfZyfm7LHf8Uq97HmYZKbO3AFPCU5RJc3KMiZ7QuJKF4DhSqXVooQRaZgGInIqoZhnmyt/MPUeeteTKYYKoeLYZ2X6S2TBuE2MwDoNHXlsff/RwNEIIBMD9Lfxv/3kw1xs0Gmg2wYwsg/jcWyMmMZzbnAomqiYEzfgpVm3R+gRB+XXNP6V8juMP/5xb5lEK9idfWDSIiKAkgtwPoPhKkb8APe7FdFxqqMFztbLohCrQTHPASAgggzSD93EYHmxty8P18V6fwTAGH36I/x1rS50QLlMvYBXkbA9cIghHYMspkEfTTiwRKhRsWZgZPIL6wGOSksSjBl3lX0GRBy2gUMmZcx1R9CSPnRcjunpBefHIZ64YUsqXkDuXVMBR7n8AEWYfx6FzvLExuvvltgqAwAxGjz745F/Exe0GsQGzSG43VPkNjiJJpCg66lhXFOOfZgJun+cR9dlj83nkxEKOGObPKVSONZr57KTScyOZit3gKHRVDEei/4+992qSJDnSBD9VMyfBI3lmZRbnXY0maDQw2Nkhi7nZPTmRO5ETOZH7AffX7ule7l73ZOdmBsB0o9FoXtXFeSWr5MHd3Uz1HtwjMpJUdVUDAzSwpVKSFcTD3NyImtpnqp/2jSasCjZKVl3E2YObX/ndvfzK1KVJmh5zgx+q/L4Bg3oEowz3nc5sbtL0RVMg8X6AxCFRSpWc/GEOywkwSI16a03QH7R3tjdiA0NZwGK4iKkbodvqIYI8oaEIGRhQ1Ek5o5JD5LxUG7XFM5ffe+/tqxdPzTTDiTLHxitIciBcvRChSJRDJmPX2qu424PN5ieff/H5nc3V+wQXmMnFy9eu/N0H598/12xGLtBEQZ6DvogjYjI52zMxk4rxvWZv2T9/cHcj8x/d/+jrx96RISJkhIzhoYYKv24GwmGo4H7AYN4VrwRa/fvs80aLqO7reIUIVFCpLi2dPL24NTu5VnncaiNFa/PO3ZvVcvUn75/N3ETC2vPwZGK2pAV2hYPunUNrYxSKJoBXhpIMBj1xPh9p6nO9rzJauzzDK2xpdnp+fmauVm4l/T4GprOKxw83npxqPXq4U4nrsVVjM8AO80aPzjdyvoVixcnBWSUQO7CHKCsCGCtFlXKtOKYECTYAGZhCX0rhd5N/2YK2M9fe2Vn/6st79x5tsq0tLS29+6Nr77/3zhhuNVohBeTKjageqdFUNOtnA47DoBQnLkMYvG5/AWAgAwQILBRw4gAWFUMpiZRsFJiAYIQCH5RQqptKXYMAzIAPKGXnu+3240crq6ubaSZBFDnxzmdQYjIYGpqFRcikOeWcgJTZBsKciiNrylE5MGG5Nl1vzjbqJcuwUa62HQKpRJioBLOTtWYtSYNAQAIFfJrBIiF1kDTt9zudXj/xmbBXTpzvp0nqEmu5FIdsxInkx3FQWBX0eqABNjZ6WcohBRH5NG3ttrOEVMKOk9hrlBp0sLbS3tyTjlbS0lRYb5JRJmViHgPjMDx3Gm/d0ZpR4K55mvjcb1ccVApHP+JSqUxRbMS4DrYetL/96vnv7u0NgHL95MW33j1x7vzpC6fefvvypcUL52aWKjFiAwWMBWARwfqsbDgkhvNkQxNXMo32NxFhdO7yhV/gb+KJyvRXDz+/vvrZJ3fgfS/bvnd3+95CaLL5tdWk39MgiAhhgcAVDtls2DQbjVNLpy6du1gP6+p8lrlOJtpJ9loZEMHUZk9Um8HpUHthKTORJokZ9AwjYiVDGdEgy7jd3V3bEegO0Fh93lpZ373c98zhCAyG2kwojuOlhblTC+7Wvd2dne2tZ8s3zcba/V3Xf7qyvs7RaSwtnD5/dnFxcWpqohRninQYtjmu3EaJut/IG3kj/+4iABNFxHUyDHT39tqfft7+8gZgMRBo7iQOIAPSwp3nAOjDY8cAb+RYOUab5YZWvvT43BIuzELEmBvwRvJEbjzBjbAD7hR+7eO22ovkD9UJ9FKbdH9XP0aEdYji6Y+mwsdbBgdfjCpz6PqjJQDwxY7KDmB5Iy6BFFlWpP1b38bjbQAoEbzCGjhfHEQrBnn/Hdszxy5mR6v8p5LR3uPoHn38kxdhjoeKei0ZtcD4XojHinIYKB5FqHUAhYDrSdK9cccvP37MGVT2/cEKevwjfEPACMXjAkYpPIF0eLd9ky+3uhSqEKWhHxXt+2qN8daPXBJEVPbZbIahH/nf75iqP1ShsfEpw96xQERgCyfIPBwAONXes9t3n92+lW+0VLNhAtVj5//4VDgWnho1759WRtWg4eD6vujVdz/L+GV85PoRO5YCDuwgHmwhGZChHCMrgJiwFHnxf0Zk7a8JXR2E7RWAOiKCd74/6PSTXi9pDxITRjbUpL8D1zG+77rtBGag0kMfsK3Oxtrag9t3JsvlME+IaRk2MEFgsizNE/nl5RMRMTGPfEEL7F5BSl41gyZG0ooMdvf85nZra3cDaA06W2srj+/e/jY2WS0KIvGBqMJ4DiiqxLW4FMMwEWKgAgDhdHni1NTCzknneOLCBz/7+T/84m/PnJyPA9+shKWAc28KzpPXEgSqTKoSCpc1jdP5hzd29vqrDzd7wRPuh9OLJ85eOH/52rWrf/uTc/NNYzVVsOdwQHCGSYkFpIbJMMRKr5E+lue3v3zUeeanOlpPUJpoVKanGhONioGS5uNp3LyjcZD7YAfxQTdtjM/kVwC3fi/ZX0ol9wwPUJmcnJ2fmJpYXJw5tdm78XQd/ll3dfpBqfLVZ7PnTtdOn54KAoMgFFCgalUsmyF+NExFR8POL4afAirwot4YY6hA8UwxbDTvowKD9gQbNyZnz547v3R7bfvJnmSCJFhZaT183Pv6xlajuXTuZNnYzMmAJWdrgsq+t7zKoZUG4AxBAqeshj2TJxIBHOCNwhLvn6v43FeawaRQD/IK7wWyVcYWdHfr+aNvr9/653/93cef3Q2ixo9//H65Fp86uTjVqDBAECUVKNRZzaAJrId0O73ng2wnycJbd7/5+salSfSyainMn5e5OHgoDmxIx07AvCiIo1LJWOucEHG5VCmVymwoCKEwlGeJJjEAecmSpI9+6jK1bCsVjcoZXAHBZW3tJs8fb/zu37787ac3u/0sLJccUqeJYSblHMLjUVAxUe4Lb9SQZzLsSdr9tjDVylP12uzk7OKZ85euvXXl9NJEHIGRAglILHtLacCONPEudSLOZyIJcaTepb1Ov9NafvbswYN7ext3HzzZ2W6lmbjU9Ta3lu/eNc1gPS4PBm4PsAGXyQ1CGdRsv4TB9urWWmsvZekkLfFRe7d99/rDiVp5oYZ5m1xtarnr2x3s9ExLqlllJmxMlyrlMAyYdehHlrd1rqiKRh5boKiIhhtOOKYivzmIVMAcqFC305NyZjkkLXk/J7rUKE02qzOXf/zTD/7DT99699KFi7OLC/XJ0kTOjc82N2oUAHzmk54VF4IANWoZkTiTpVDDpAyXodS4cPmt8tzM/LmVyYVb1ta31tvS26mb/uRko1qtVspxYLNOb0MhxJpzU/SBAKhW65g1b129Jn0ZtLqSDFqt9oPlzesP120J7cxGUXTxyoXzixONsoYlE5TiyFY0MXAOru9920mrO9i5cft26+uN1g4Qn5qdP12tz5RrE1G5tj+n1ArsxNTs+QuXzt7BVKW3uvJk+YGTDqtfgXQThQnj5ompM6fnF0/M1+txFDEj3W/vw3ruz2YNfiNv5M9dGMxKyJwBQmjiErjkZT/4M9yP/dDkxWpuKsaCoUoXjwGPw0fpPPbvRVuj0a7ztfpphFSMQwp/YXp4tB0dt6a18IuH5jCVA5zHoAMDRKYE9D0MzCR8Bgz6mgE+HTHDAfmZdFa02KE2P7rpffk2+FCfju+iX6svXvf6F3mX6MGB8fIyx1t1HJ17ya+OPmzOrDKScooJQIEEQRVZCN3c3VdOwdiZMu9DTLnBrzhSjfFRfWyrjljShlU6EPI5en2QtW3/+3H09FhPNRobhIfk99Sq3wNeGcmBWg0p4orm8hAPl2HQ1/2eiYASWNEfoA24URu8WRn+sHKgPWXsL4BeBjIAgjiu1OphHP8ZEbW/OnSlxZiEQjmPeyEiUo9BJ2tttbY2n67tPFjd3mx1NbDGIkk6cH3N+r7fvXn92/tPnwEK9J88u/vxb/65P9iI4xgKiM+5g1RlyHhVhK0q8qylBBUVMYatsfnXIDBpknYtfDMwu2vPr9+8l6Qph1WEurzy+N8++vWzR3fLlkJxVlVhM7W2VJ+cO3H+7NLpExMzNRtGDSCYPnHp0tviS0tnd4gqi1euvXP5/MlaJa7Epl4N7BHmsuGKMzzul+bESlQuM+AyR4hstZZvCCvNiWZjwo7W8mqRlmzfZDAAECPrczS41gz+QRfqCxcHPqiWowun5yabdS7C/JkQHhiDI/Qwd6amcQU6QqxkTMG9LGXFH0QOLDJEgAGVtEVq9wAAIABJREFUUJ4uzwxmluZOX1g43erceLoOJBjsrj99+MXvqlcuL0xO/qQUV/MlwxOMOsUwnTDvP1SepHjoQKdKIuqFhA0VwCaIlYsoa4IMXXygBFuqTMycPH/+6pXHe+ndR+td9bVOZ3D/0faJOztLp5KlhXqEwCMRr2wCYh76XR82DvPzFKWMKAULkwGs5nFuSAEfqBoZrmxE6oUUIAYxgSo5Q7/tWr8L2YZ00tbm3vbW1k5ra69bbVYzgAzYcJpIZJkMERHDFfmvJUN7J3XdoELlukU/ffrkzuef/SZqb92HhsMKSzFPiZSG0FXxIKLw4qO4VKnVS3GpVqsvLp5cWlqqRlFQDOzhI4uqqjEmQpQEhklENXHST/K8jF3tbA9a/d7O8+X7T7/4zY3tdj+sxq3+5sDtETQdZEQcRRGK6EkajkAysPAkKkKSaQprZ6ZOz02fm1vqhqXGxUsXioMv8chSJMlea7fX2+12t/f2Nt3kRBAEql7hyqaaZe7B/buP7t29cePmt7du7W0t7+3t3nm4iSxdXrnvktbWk+jm70Jjku5gzwZhFMTk+qEmZZMaN0i72c5O9u3D3c1kG6ivLz/75P/7twfXv15s8junG8n5iYVY+ym2WtlOD+FE1cS1crlig5DIgez+MfF+aEPx/2iuFQhXzglbQO9SBGuo5jGDgyTRfhLH5cbUosxffvsn81fsRKkxs3Dm9I/ev3LpysJE0zeqEufBpunwVl6BBIk3bAyTyVs39RhIICZiQ0oFKW8cBuXo5MQE1xaixtL8woUn91fWHt6Sztq77719dmFO3caj5c0+0hx+BXlV9IAGqFKpG43OnKFaXOJs4JPWs8ePeknv/mOTdvoUlM+dvfLej9//4L2z89OxDUv9BCFFkbJP9lg71nSVesvPl1vZ4ObjtONrp85du3Tl2skz5yanZ8mO5UsFGxvFldrJs2evXtELX7afPVlxWXtlbZBlXRDEwM7XLl1YeuetC/Oz06GFwriRm8EbeSNv5E8l+WkicwbtAQaoWkQRAt5PgSSjwHsAo2RSR4PI8gPio16sBy851sCm8QsOnej9+eyIjt2m07Ftle8LFURICQOGj5AK6W6gYq0PApQzagcNslE4SLxmYAoMLAmzWlIumFKVDp4wgYhVlRiq/sg9Xy469l9hhB1z0RHKZN4nuzqmBV49jf2BMXBkGBRWyME6jNfk2LghAsZ2e/vHI2MJZ8DqA8oiTkLqkXhrYCO0utwdhEE0kfZKTFGtNt/u+jA0YYjeYM9YJVYVWFu2pgxiOdB6ODRsaWhZ0Cjl4QvJp8chlUMz6TUBKX216wmj5O15X+XVGx7nHd/ax9ztADf1KOb05RXI+c9zbgoQhOAIjk2ayQBkS6WJNLMbz1vQhI1K5hjUCAPjvBUTmGiY8N0IeJgWkXTsrHoYuDXiw+KxFqa82nnMMilQMEJgGIiLI7TiKqpgHoU5j4h38sPd/BMdnT4f02YvbJDfL/Dt+/x2zNGEmcB5YlkUzP2cR1tAGFmgA3ikhMzCO7gERnwYkFqXWEQBajBWPCuUihiW0SzW/RlYmNH5QvGSteAvDDL/LiHSYcDmkHkHwJB9WKEZxNucVg1wHsLwFPcS+BTibToQLuLk/jzktbyuhpsu2P185OSR7rmth7uP7t65vfIvXz688fBxClUS9U6zxKr2O62tja1W14e2lDmsPHv4y3/Zu3vr81K5kiTOu9TanKYxD7Uv8q0Wozb/TD2piqpzGRNyZnciylxiSEPIoN1b30ozDWGsuOT+3dvPt5bnJmolEpbMEFStUFCqTV+4dO2da5eTdy4333srjCsQqjRPXny7PnHyrb6PS/WFqZm5cpkgCCwO41aKfWVcvHFI00GvpyphGDjfh0uYEQQ2juMwtMN2MxgqPBnX8QpmgKuonowmZv7LwvsX3tnMhC2Tpn1DPgiYjNnHoA5jKQCgquJz4ojcJQ2iSgxrGBCI/tEycA0VOQCCMqgEamLan7p6cWF9rfnofmMae7uKwbpz5v7t8Ne/nK7X63/91z9ulGAAQwCzQFTFGB7n82Sm/aVARdWLZl6cH2VNzvEhYJTipKiOiRDXmvNLpy6cf/f5g95grdvber71WDfsfa4jqAdRZbbxTvOtakBicp/VoZ9usa4AIFZhBYhgLeAdkAB+SO5JIhkgMBwDgYrRYujCWHAI2k/ebJAGGMD0oB2013eXHz25/2B5dduUJk5f+tH5K9dmZmebzWa5xDnbJgrSAy1UDquJjC0ZGxE7uPbOpx9/tHr9m0qShFDDrN6PrV5cNAVDFSow1jrxqpidWzh//sLZc+eIzNTU9HQ9ckC/32ejqgJ1opqzpQawpSiIDMEL1IRRCTYFiGxG6Hbbm+sraxurne1OSnHiudtzWy7xAMqlUpomyWBAICb2oswMpix1ecY9hVJAzsvOemu52nmH4kvdXpJmQzTCIorhAy8i6gBfcErkKxcpgCxNlp89+eQ3H//q1x99/uWDnF/JwQD9bOXWs/W7zyj5gvrq08wnILEWLEIeESFgkAco6mgIxECWLT+4v7ZyXz1kd+fnF2f+8X1zcmJ9Z3uz0xFbL1WblWqtUq2EQUREqqbIQUMHjqZ1zDl4yDBJBVxd2FV+OK5JPEhNSMabQEDlqen5n/38bN/HlenFxdMTkxMz02G9DhsM8tw4gCJXKeQAIFM46jvteZdBDUXT1UadY5uKUQM20CBP0AIwOJiebUa1hdOnr+4+b93+8uPNJ9/+6J0Li1NTy0/Vu3UCKULVTCRFkejJBFwL6rVqefr8qTk3eO4Ha73OjbS/Kkk/62dRXHn77ff/9hf/w4cfnivHWRhUSeF7sA7lMAnCns82uv0tvq61atN7isuVyenpcrUyNT25uGTKtpijBIDUxpENG1HJn7mQvPvu1trW8s17D9pJNsgYFMNUzk2dv3jm1LtXL545WQssBMaBGWKhhcdloZ//+7Nb3sgb+dMJAwJNgEFks37qK5g+izNnyhN147JUwcSxE8rd5POMWqRSkFjt8/ASDtp+hRzZnL8KDnUU/JKhYfLve4L3e8tRmCYPdT9WqWnOE0aUQjO2KSqbm7R9h7O1rsfaDNoXr9bnz8TO9npZop6M2ABa5KEviKQLiihDpKLEue3kh8W/1m52vI6KfY8ROlrOKPW7Djt+vJTDXFSvDF2NG8jHQFd6yNdl+PnhhIZHS9Wx1wdeCamCrHKgNmYOiBV7FCHjieXt8P4T2di1iiq0PjE5f+3d2aWlhSi2g6RnAyZW75wNImtCEHnxXnwO9qrKwTyD+XMd7pGjzzh27bFfvMriON6Jo7n5wpFAY+09DuiM9dqRJzkoqpJTleU5CodwN31nbXV45ZCnbMR15ckkgj6Y47jabmXXb9y9c/tmv/0YcGfn8aOL9blGZFXUe0eUMfkiRi8H2kYAnGpRoBDGAxhGIoersz8GeQy6GuGG+y0FQFV5hNnqcFNYuCOwvhCKOr4t/0CETa8rinzLWaQpUhoDKgnIQ5WMycETOFPaTRv3Hmw8WPEAaqFrnkL9TFipxBFMHIYQ0SFZ1Qi9KrgRMbL+dbwxj8qf3gTcVy7j+/bxRem7M3i++p2oSOGZz4X9vfMw+EhZski7ofYkUfhSGExBGg8ebt/69hmgPnOdTpambjQaf/jyOl5X+ZKmeVLPEXSloMy63e7mw+VHD27ffvDZ9ZsDzbwDFFYQM5IUDijbsFqu9XqDQdZbedbZ2VyzNkwyJ5IFARGR9yIFpA2MoNYiWwSRqohXFcsUGAaUCMQQFZ8idVDABNMcl8QL9nbbrY32egifwKeGSWCUgsbEXFgqzU3WWqcWVAhiQDGXm5NRpTqtHiXYijFgA7Zg2j8nHFe9QxBpiMUnlCVEGoZhHEZZZpwgJYKxptBqqnkmVPLIqZuLmblPQFeHqQFsA8zPNUEIrR10Q/WpDRgYceAf0yNFJl1D3ov33ot470FgghgTBgHY5tN8tP78O43NI1o5Z+YSmNLUqZMnL5w8++zhmUePvtrsADtwta1Hjz/7tDo1OR0w/8efvzdRQxgUqdnYmOFU3C9ZdHiQIV7UZT5xkinp8LyQDDMT9jst9/ziCBEZmjh5/vylzdtry988fLz1fEuBp9iu3//KQdIT1W4tO/3OtXMcmtx6ZsMqBSCoqkQiqgobGlaFSsYmhWTivagKCcgBDkZjA6tCIgVQSQxiVXUEgvfiWTtsMsCh2968f2/1/v0n95+sPW/Z5tn5U5dOnbu8sHgyCOP93vJeyQOe1AGCKGBrkyQb9FNxwF63u3vzdtKHKgJrmdUX+WVUx7s6p1+lIAxA5AUTzad7e61KtXr16lsiguF8Hq2i+VrtRRQ+AIVkjLLlILAo0NfQgQe9/k6r3VEthWG12qycOHO+OeOIqFpqlCtl51yWZQAMGfFijDXWDPqpigaWiaXX796+++DmzRXnsyzLXOYGg36a5YPdAAY2COM4CKMwjKIoZmPECw8TEhFTGIbWMhEqFQoyU23MSanZ52iQeqgPfWhSq94RVLUPSqAOXspRNQqqcAGb0mQ57kL7zngf+D5JL4nEVCEhS6bJXn+v57o2bFRKYbUSl8tRHFkjZgxXFZDwmG2toNHqrdACOSqaV/YZJIm9CBPHUTiw1kOa81PnZqbS/mCiPrM0NxMySMAi5ABDUAcKAagMiDMw4LW721vZ7az1+j2g0mzOTs1Ml2sVY0LOsU4DYUC9qhADsIGdmqw1y43ZGvW3TkzEKSWDuGS8pIoMXFb1eeKvHCgFAMRkGaZrNd3bevTo8Sebm/d8Vie105Ozl69cWzx9NqpGsYlqAAODMoxHEEZAZILuzuqtlacrO89bPtVGs3Hq9NLiyfnZmYkwwEFAPQMUHCKOwqqePF+78nxuZfdZay1DVgam0Twzt/SjxbmlUydmJ5sFvCkwGVSREcJ9A/aNG9YbeSN/TFEIKCH0LAOQSUx+OHH152dmp0wYEJQVsSKEZoQUeZI7laEXwyiJBwEAkx4u+4CF/1poyviO4SXJ0X9QQjjMPjzckB+W4ulIVdVT4FHuduOvf7vSaT3fW1tjtE9O4n/6q6kffziV2o2MI4YJNLZirDKrYTWHmHryUnV48vL9679fw0Irfw+bszgA/U7Y48V1OPqjw2373dUqALgjRRXIG4Hy+H+jbARGlFQ9T2ts2zrxZKf6T/+2+atPdrY71iGamZv83/73//RXP/9AVVWFmYk0cykRGzZeHKA2sABBhYle0AtHQMAXtsFrfX7omtfoMdqHVUcTLt8wF9nNXlTa4ZmuR6/+jmoMsaLhVMCoBFHqKw3YEME+ebT2f5u9509/2287C1w7j//1vyxcPFmFa6lPnTEZWS2qkCMkOZ47tNYoZ0r1R2CI/ZlykGB+9G/EuzUE9UZtRQAwIrkikChID/md5XV6DVroPwl6paoihWeBqB9WI38uyQOnRKGIlEqd5MSDlVJrt/VgpQegzTh9FR/+j2frM3UbxkEQ5vwqfniGAdKDMNYrDYnxi/70MNa+jHqHD7w7Rl50VPEyGbofjodpE0CGiMXFlESaZD1lV6uHJymd+NU/ffN4bbf/vA1QGJSiqPTSFLc/LHktr6vDS5oC5D0IQRhEcRjHcRSElUqpFJQF4pI0IlOxsc9UPIuESlHUrIMBeJEUhMaEVU0z1ycCk/HKoky59wz2ly5GTnhFABjKqoDkbEdCyqTO+UHCShGFQaLwtelyJSoxXKclLmXDAhaYciWslIOZ2cmZmZm4FIEAWAQlDoMYKohUi3hnHkYZ07jzzyGdSoAaiGGKVDhN0yBiWHJ+IOr3w5dH0Xxc/JIAM44imVypIVOUS1bFMXypWQUIyAovt3GHZcKQXxu5llChZJA47zKfra+utFp7zebE1NRMozEZRmbfAvhjzmG20BBEMHU7oZd/9HY77Tzf3vLuzspyvL2TQfZWn6x/9sk3vb3uzvLGf/yr986dna5UlFgZ49BAUWvm4okVkma9ftJ2vp+mvTQd5GAKi5B4gudRXmNmCIMDmGhqYfH82TMbDxaer220ev1HmwlkFQPz7A5//C9pub+W9fqnzsxXanG5WrYqxloCqRSOr0QMcL8vQBpwymnbb61ubqy7LMnSgfMJkELSABJAyXsCKVgUBuqI88gmw7AgQOAoXdt7/nD96Z3lB/dWk1YcTjfC2tyJ05dPLJ1mtuqG2XRBRJBcb6tAJPM6GIjLDDIGGIFBoxwalCyHxBjmhB0OPlUBM+WosLHGWEtkqpU6gaIgnJqcCsMwAwgoRbGXbAgU5gnzQGBWGIUoEkVf89DIHnyHqBeEkjrvqLR05uL5q2fe+WDmytv1hfn5Rm36YP+RijKxtcYree9ZE03bOxurv/r1v/0/pU9uP+tklCg5L867jAsCAoWC2HjVzHtRGSJWDJCDN8bOzM5efestG8TX3t5JUluuzqTGtH3aT5M0zTjVUNiwtZat6YVBoirijeUmtJb2BQqJsz53vWjIJU6D2JtakC7NBfMzZaVB37UdZ964sGJL1SiMbAhwzkJfPNshrysdS6+T528qDrJBqvs+lyCAiXMrFlBlcgQqxzMz5VrZBqV+IEIg9Afb69vd/mDgMRARBgcSmsxqhwfLt7789KMba7e2trdhKs3pZnO2EVZrYRwZP2x4EsBJKIa8whCCOPJIytMTldkAvZWn9+4wZcZ4oA+NlJxCvKqCPDTJ+gEBYtygPWhvfPn5x1998Ul7Fz41ATemp2fK5YnNrZ4N3eKJkg9MliBUqYce6Opg+d7dzz/++Fcf//rbB9+uGzEL8/NXrl58570rJ5Y4S9AVX42FKWf3yMMVCUBQGpQbu6XKTrWamojdoASaoIlLlebpifpEvVzst3yRLdYWx0pAPtt/MGbKG3kjf4FyPJOrKkkexQwoZAGN9+v1OQ2skBrSCmmZ4AgD0EgHKpCnUiMqFKqOiCJH6dUPEye/Sg2P+7DQuT9Iy3y0ZI+MtNFuHMV+9xgSkpwNACSqSloxfkK6k60dc+fjZaDNwEwDFxfcTy4YLrO3asgbcVbFCDNcfjh/BD4Ydc3r51GiIVi1/56KB/vhyFEHiJdffXxCtzEwooAkGMJAADUwQWZsi+PJVvX2063oq64iFJTDEOfOz77zzrk8PQsRManXlAgBrEOmKgEV+XYoNxSPx9+OfaRXeexXlNfd7NORn4y/HX37nXX43o8mYxfrcFebAglAgIRAI9ZIdivAdISTk7h6Vi6e7rN0SROHyHNZ1BFSQn50V0BXvK+ppIhao0Pa6GgfjYUTjgjdSYevi03gmNPh0AFRifaP3b7nnPmjQ1eU74+KjRJB1A/RpRxoElEhYqfsTOC4OkhPGGMXZmdKpcf9PtBEeN7M/KQytVgHGSLDOdKiQmOotY61FI4dKKo0irUcvsbwYtKh/n/l5xre9veRQzC5HtQbLy+fjzuteDkerQQqspSOvGKU89eqXg0pTJjY2Ddr0jTtqenHs425Zv95G0iMoTC0r4WT/mnldTMM8giI2V+UTIzmibkzP7rcn9r0c9OnzvgQNrTdTptFy0FsJYxtXRAJR2TDPO4vSfvErlqLnOvs7KxZa6rVhhdOBt5YK0XYF4xhIoKoYStK/V4C5yNrAO80M5G1oc37RdQqwkw5BcSQQkPRwIuKZ2YFCZENo/PnL1y9emF2brrYMUEhAhaBYD8lxBC3GnMw3kf4c1R/9EnOrqSeSFQdfOokE3X7aiRHoA+EtOwXOXqnBEsgGBgasufkKfMEygd/5RWOoQqvoiLabvX29lp7e7srq09v3byxs7O1sLB05a13z114a2Z2KYoOUGEdeaA/DKp14MkI8AoyAEEjoDR36tI7ab/Vagcc/epfVts7kgHJ1vbtb27vbWx3N7al2xl8eHFqNqzWys3mRKVUOeYeDHh48Z1e58HDu/cf3FlfX263dvO2IhEDb9RB/T7hIjNIEcahqS8tnPmbn/yHNKG1nU93O363t45+kvRbN79oZ9tPdnY23nr7zIml6VOnF6cmJxuNCROU6KADRxCwcyG8y5L26sqTRw8fLj97trm5kaY9wIB9QGppmNNh6CYsOQkhBMigHuLRSnsbydrj1r27m8+eteHDtKfdRNSUbBRyHvrocIzlpOqcejFJYqAlMzu5dGnp9FxjItKy4QBcYCGqxCQ69O2jIXsXk6gC3Gg05+fnL1y8EEeRZU4TWJu7BFLO1F4gV0R5Am0CHKHH2mfN4AI4aGKRxQGzDRIJ4vrM2UtvX3v3xHsfTJ4+cZLxChkPZUPWbHu1/tEUfb3S3WhvtHvtvA65Wsm1DRN7EeedF48iphgKdJJOJG56dvrsufNTk3PtdtrvSaUy4SPT9v1Wb7DX6hkflWw1ispRFIS2bahFCqZyv1/Z3PS9dr9cCirTZGupInODLPbhRFCp2DTprdSrrjPo7rS2+y6hUlCZrlcn62SGPn6jcZ4vqQcCzPdXWC2oQ8ZP6IZ/BEQkKkmagMBE3ts4nqg0OTCJoud5YNUl/faTO7cePVhdaw+2UtfTjGPENg3Q8Z1Ht77+3bf39csnkdOTs7OLM3NL9VK1HEWKthtkLNaEIQFQw/mW0XljOIxL1pSRtWEkDBSaQlMgA5zCC4mQ5Fw0pEZFIRoG5fYAe9uppIbFG0lZ0u3N9d9+/Nv1rY0rb53w2WylwdZmzZBi5TDZWXly84vf/fKjf/1/v/1mY3ejVKucOnv29JWrF5ZOTYPgBYGRYZp2P6Y/hLmv9Ly196Cz21VhwIBjlSCDicOwWoF4eAtCqiCFFbDL2SZz2pExjYQf1pnbG3kjf4EiBAOOhaoZ2gA82ume1F02kfWyNqsx4sgJswMNqIiEH08Sf/wczfcqhz/5rv3E4U3zSCmjwAMOn4n9MGTfDjzmGRWjI6mxawqx3osPvJS0XAaVMkang/w0T+Fcm6QXSN/6jojAhwoSJdUXRoaMoVevCBUefhAa/a8HHu01S/jDQ16v392KY72uCIDSeBsqQwhBDBPAaEqcERw7h+e9bDO35tO041IHCSjnD2FmCOfbBwQBYqWBV095QvHiuFQP3xZUwCD5J6p4YU+OP8WBJ/qu68cH43deOYKWD623OnbNMUUdmpsEHOHjPba2h3YtKOBSSI6SFNC6WgKDAsAkg9RwlTXKWmkJKCkCQch9w6mhrlFnEXiFkickRCnlue/ANORbHuqhfAd3sDFpNE1o/++B6N4REJ0bi/t7seEPRtFvRMhP3r7PvEO+4fwjarSht2yOyNEQxoJCUfAU51shA+IM3DdQlkBsxDH5yA/DYzat3y71g8gEQiywygQSL0UWbwWIx1rk+JYZwVVMjDzy+cgwfAVYb3wMHx1pry4v0p8ydouD14/vHo7Hgo/+KhfOd7s57qkKQgFX5aMu34Vm8G0edG1mTVDNJEniEKZP/VTzhAWSDlr9bvsvMmAQQ8w4n31DCh5ihFVMnWkGUz+eGJx5l5639jTiqBz1Bh0GImOR2VrUDOLIkQjBiQ76aTJIADFGW+3W5tbzwNoTJ04E1nrvbRhKsUUdjkhRJjjv0mRglOC12+05kUqjHteqTMawNWzZWhMGDtpLk71WSxNXD0uGKMscGfIqTn2jUV+Yma9GJQAwgM/9eYAh/SEwJLHJdc7w/IuxH7inQ9QL8LmTKZFlDtK0B2R5PsKDKxuKn9H+XKCxoX1wnPIYjQ4dGv1KkJymHspQILPqfW+zs7X28OGj//pP//yrj37jyZ47d/n5rq9OLM0u0PjND8nvMzsPyYESdPggopAAXAbRydNXfhHEvba7/fXebiPb6qDnW53NnXub97aXv91aufHw/oV337905tzpxaWlxcXFSrlChQutZ7IA+QS7Ozu93ta9e/d/+avPvvjyzrMV6XRcnp+lFCC2ZFWMF2MMMFwbmUERodyYWJr86T9mpnl3Ldnr3n600tva3Qa2ny6vb602NreerKxfOn9h6enTE+fPX7h48fL8wgLoMATjMtft9Pe2tm/efPbNN48//eLuw8frbBqIq/CJ0TTgPGDQ6HAhyieLwglSdQPqtjfvPblz/dHtBzvPNjVxMVBCP9148uT2zRuLU3zxxHxoOCJwno13xE8vAlWXeVAURnWW8tW3fvyf/5d/eOfy4pnpcgi1xRGsSgGeK0iZWAS5SkqyNDcmrbWnT58Jw7Db7VUrpTBEkqgaP7JEcuAqtwUAUtFMJSN4Qx4U5CkdActqAsrYbfV295JOWIkbE00HbxB8F7+ag0847QRJR7Ms8zbTKKPYUejJeMCMot0NgUlIyTCYnHeiIpDUuWpkZ06eCjnIUglMpGlaLUVaCnZdurrRXV5pp/2oHE6Vq7XmVHWykUq6lg66UVjbbZvfffbAhHT23Om5czO12XKtEg52tkpJOkEamfbKsh8M2u1H7d3dZJCY0nR9Zn62Wi8N/QrGB7oeeEM6tkKqDKk4dQy9Gs6XkVnMhkJDJdIYGiskQ2+AQYwBU/p88+n1rz/79ONvbi9vrPQGzzudjFwpUiOdpL2TdtFxcHQa5aBcDxvNYHGxXq/Bu5SVmBichzQQwRhCHJoov30QwATwzJQRMirITZjArByALBCAw7AMJ7ABzOzk9Ln5pR+fv9rZ2ru/utVpToary1/9X//nV6cuXf3RO1cuXzl15Z3FH71/utao9Dtue3f1q69ufPq7bz/76snKCmrNC2+989MPfvLOhbPTsxOIQ5QCVBE4iENmi8YjpB69tLvZefxoZXl1Z2MLaV8AhRHsrW+tPUv775LAJVDJwjAnes7ZbTWPzv2eRt8beSNv5PuKF89KEYzJMgClCdTLYbu3zYPUBBlrEGhoOfTkFEnuIKkqpGNpWQ+aD0yso2/GRIdL6UvMlQNHceOb/PH/hpDKD9NOHy0Ww8pK7smrBy/IjUMwHQS/AAAgAElEQVShTFiseKNkUqpq3AzqK+iGAAyEMkUKP2BNOXfeEi2CDI+0+9DZZGQVvm6GQYwVyKM3x2IPLy/heFen31tev9SRD/VB/oViC6SEwt+EkFNTEcgJnGOLIDORwqZDN4Y0jg0pe0eGmQxyVol9TATwSoDVIu8LHRv5XoztQ2DUdz+3Hnz9IpP/wOx5hflxdA4d+wmObmTG39EI3ykm7dhFh4eCHKn8vgMT54FpaghGwYQAsIzAZQEoDqxtJ66fQjOo74tj0j7UQyKoY/IEx+xH2PpBPUNH8geMVMmhGtLBh9WxsMFx1aQF7cVYmZQ3xffVSgT64wR8EYaZwcbyIeaeswU0MPw8P8UnY7yIYYktmcAaNZBAhAEBo6fo6cBEVZN6dplRZiKvQrLP3/Ryu45GfiGAKWizUcyhoai+yvQf9Q8NFeD3Fjlu9OLIgBnCADqalcdCVzjY2uPCedwWgCElIo2ccBhDRwqWjPo9Tg1ZUra+JlRSkxountEaYBSu9Ocgrw5d0TCUOJehBiQGR0AZjUYz5iZF50J4ASyI0EsG1SgGkPUQlEcaR4DB8+3tnc3W1lartZe129HSyZOnzlwNTGZNVq5UlCygQWBV4Z1nQmRtJrs728tpP9nd6m5u7XS6jsI4KNtybWJ+drE5weGRhh9k8BnCPDsf5/Q9ngURG9Y8I6pAFUw8dLARhfoD+vZQCNb+yxxRICKy0FA1FB8AlikASGVMyb5gIRiHdg9+T0N0/iDNVeG0yoKA8yQMxoF9Ixg87609uXf9t7/99MbtZ/X58+VWsN0LbVAzij8GSbuOPUwuTChANgO1QATbnDtx6a//Ot3aCBaW1u7cX7lz//FuZwNw2zv45UdfrG9c2tr94MSdE/Nz8/ML82EQsmFrLBsCSF3U67q93bXdnSfPnn115879m7dXNzY5TSeBBiA+6xhJIyKrZGkYXlgMVCYOTXUOUj9zJfyHf4xqk19//tWNTz75qtWDw25Pdr+5/aTVefL48dLCibmz5+7dvnN3fm6+VCrlatELi7LLJOn3dnYfra3cenr//p3rD765vryZAeiC2UYV0p66AbxXNaLqVQ3lfuREcEAqkvQ7ew+fLX9x8/5vrj+4uznIEACm7NKdh7d++d9a/f7dX/zt379z6VotohIjypOO69B91JJlUgHIhHGpVK6ePHn6xz9+92QziBkBwYxho0e15mggO0VAUKDRqEa5v4ohyUPbNLdwSUHEnHvrACARFs8FrVMExCQcMMLIw3a328vf3v1y/vN+GJyOo1CcIUVgTV6ZYmnJcx+awIsPsj3TXR+sPfni09vPnw5CzDdq59VM932cEqVACF+QajHIMjGDSUFexIuIChuyNgLCxvwJmBIQAxvwOzB+OrGPH3fXn21vb1Ic+pNno6nZcq1Wq9YqQL+9s/lw+d7K5tebW61BuNupv3tq+u2pWnmqNhEBQBfYWqztLN8crD8fdDqRNTPV0tRsc2Jxbq5cjj3GJ1SuAymPUyMuRpsUKTIxzMowYhKj4emPEqtX70VUA0YJviQ+UCFSAwQKS4hUkWQ6cLLX6z5deXp/9XmSesCAGZIBMCFKNZRK5VPnT7337tLbb08tngqt9aRiOITmSgIEeA+B8H7Wzjy/gVekqg4AIVLERsJATSiIRCyPfD89EFJl/vRbf5/ahcrM2uzZp3cfP/jy1tdur/t8eefXG9e//rT58795f/f5lRONWuTd3vbzzz//7DefPb71hDk+d/LC3/34b/7+ww/fnp+2tShVEocggclz6Aj6oaQQj457fmv59uer17/eu3UfnX7ebAruoP905V58+8aZa1eWzpyvlioBGyWjw9ykIBgdM3GOXfzfyBt5I394USVmsMkgAAJClZh6qXHEbFiZRW3uH55zWebWGMayNQMYQidAsQsFDqAFI7D/Veb1cWTn+/uIUQk/EP1wCFrIn1yH3ro5c/M4lqfjkJwIgVgMq4Fji6gcTRJWLWAswB40UOmTwhCLWBXoKBbzgIlAQ8eF8bp8bxkpYFUcv+c6dtN/5NUr3Wm8TLwC+PVS6DP/9SiJWd5MioO1Hd0oj4go/E+EQCQkqhmIQZEizAe1IQRBTrwtipz8Vgmqqo7EQBWiQjx+5grCK61irzWKXx2OfJV5dmxY00sK/M5v6eCG/yg8xC8AFMzI96TwQylUBhFZBcMYU6qn3e202NJ7A4W4PNM1aQp4yglGYAmgIcn6GIL83TbFmNPK0Y2dHhryQ0YaHrumGGfj8W6vPgn/aNFew8lABz7iYj98kK+LdYg8GXI2cKQZJH9kAwgUoUOYSZUs+4zEWGEickLDVuODs3nIMj0mB0h9FCZPQXFQT+LFG6IDH4x5A9N3saZ+t445AJi8RMZnJR3BrHUIgNKRz/dxLgVQJBMAjWmQHHs3qrGg6hVwFgnpQGUQkpaGBBthGFhr/1K5robKpRi5AngQARZqQRZx0cJmOMHJB5lDYGEipG4jtC3AJ+g8fLh669tnj+6vP3qwdePm7iCt/+TDD0VqVy5PT02SMYaMpXxoEyiwDCiygPuCtVt3bnz5+Z3ffXrr0eMdDhoLJy+cPXvlvXd/cmJxfnq6OT07GZWsDdCwQL54K4xBTmJlAGsMjJLmp08ACgoh8NDRC0PgCAD2M6EUMoSShriUgknVACFpTBrBxEzhwXF2FPTab8hDSvqAaL4bPvyNFlrVAB7qkOyZ/kZv497ms3utVhsulvLS0uWfn7/2s8bkrMHRk8fj+/X3laNPonkORQOUAAsKwNGVaz9jOzV74tPKbyQMt+8/3FjfLNaitecPP/poUCpVJicn6vVavz8QkVKpFIaBKvo95xIB+TRp7+6utfa29/ZK/SQAqkAApP3OVgAfESMTjgAyIIGKkhLIUITSJMTX52f/5u/P1ycvlavTUWQfP76/vNre2PUKfbz8rNXeXFufe/Zs5csvvorjOAxDAFmWKYyC+92BOHE+3d3d7LS7WxvtdhZHJkq9qiSNSpOkD0lsnpmScr0tDDGAoi/aTrPW+vba0+eb3zxY/eTW6vKO6wFVZDOcpFuPv/30Tkar1UbFgc+dPjVdq9YtVWAKTUwMgIldliWDvnAF6lV9aDiysGNk4N/ZrXb4XWigQFZgFPkxB2HE8EasgFcv8Cwu8j5yFMAAZVBFxRpCYBNge2+vf/PmbprceXxvamZ6OgrL/W6v3+9ZY0VVxDMbhgIURCUwmcEeWhvY23105+naMwSV+VJwgqhJQVUMEkgJfTMkPxIV0WG2XBHxzol3gsS5yDJMDOThpR3s3oWjm0/a//rfbv/645VHDwYTzdM//fkH4Gx26jxQguw+efLNbz75r5988unj1a2eVmYv/d0v/uf/o//hh6equNAAbAR0kO48fPDos68e77SjcvnkRHX+wuLpq+fPT9Szg6o9PzAhImbK8zrI8FMAqpopoBpQ0XsWMFCGIIegRb1AgQCIcoSLFAYlA2Y41UFYmpw8cerEhe2pza2EOHEBmRpzRKTEz8uVfrm0cPrsT6++87Pzb128eG1uYiZz6IEUbIsb5akhAJBT+EQjFgry3BEAMwvyShA0NBKHPgg9IvGGPSQtlkXvYCfrc+9dql5eutB/98P1ew8++sm95p27tx89Wr9351GyPfn1r7tPrn/RLJfKgd3e3bv7aLmVWq6931j84OR7//lHP//ZhYulStQPOfMInXCXKMrZ2bxDlqLXbd1b+eaT+19+tnH9G7+yUUIUwwlMyrpsxbZW+p/8ZrZcif/m7z68cHm2KlStEVNKyAhQhKMl/AeyI30jb+S/B2GQV82gHgHgei343d4El+swIhmBrQSBECFQzW3DAwDJ/ssjZvNRU31krb9cRtDVuFVCL/72TyX5SdMhCnktvim+VNKDjigHva4MiUrgDQsRkGauPyCFcfCZh8KBXE6VzwhVI8WByBnd3+fk6z4OAAev30BF3bQorajtWDmjXpAXQFrfQw7Zni8nhn85sDXMLjdmmx9L1D52axou9yw58awDQX3gs5JLI+8AwOsgcykAZmJSYhq1joIyCAHMQdEfY7jtd5Hc09hQeck1IxkFIb78J3i1efYKxeD4Yl7UBVrsvl5S6DFn8Qdt3vwv5/0mCjbkVXtictwKBtbYgAhkFZ44hxAJCEjz1OZD231caRR/XgWAy5/jEJD0glFEozrT2IwbIlmvNQUPoEb/LrKvfnX8A4DgRTAW/Tiqk0oOvWcWXvsdl7ZATdEszyiFFNWMaxlVU0MO6gyrIWY7hOEUUDrQLMe04xH1sg8Tvp6GoTFHlSE+8PIijqBox3/+wkKGQ52Gi9tRnUgy9tXRqUEAKeXtxSClsf3+KISUPSrg0BthJdXQu8BngbigiNtElvk080Tfgdb9cOR1vK72B8JwYBTbBM6ZRvbDrhVuACWUI5NzkDg36PQ2u4OH7e7a1s7W9W8e3LqxsvKs9ej+3lffdJVP2mDmxIlTJ07UZmbLosJSsBUNz/3zpHz9zG3vtZdX1u7ffXDz+vWVNAH4qw9++rebG+2JyebiyfmLF8/XG5WZman+9FSjaizB2qJiYyMiz9M8RFXz5TpHrl5NVw+JRrXgvCKGWtKQNIBaNkHuCj/EXXV/BB1UhKOXx9+WXqi3huOXAcWg095a3ll7tLO5nqaCuB7W5hqzJ6fnl6IoJnVQgxcjyK+2QH0PGTIaFgCcBRgcAOmp02cHWVe1Xa/5uVn7bGVlbXO31UOvmz18+ARAHMfeZ8ws4lU1CEMAPvWpcwzEcZQkiVcAtYnK2UZzoVKtl6vRzHz1xNx0JY4kyyCxMIhGQZtKYCAEG5TiiQDXfhQJIS7z7N3a1MPVh482V1e3+gk67YHK+vKzlSTNrDWq6kVydAFFKBgDwXD5DGu1uanJicZEPYqCqYmpD957Z2F+jpkAWGMJDhCGI6iiR9Rb3Xz65NnjL7+9c/3u6vOO8UHzQmPm7OSkUrq8u9Jrt+5dv1EpN7utbK/17rUrl9NaKSFfQxZpBlY4CCgMgyhkZ/X/Z++9uhxJjnTBz8xDQQOJTKRWlZVZWrdikxx1d2bO2XvOfdifuW+7O3t2eC9n2HeGorvJluzu6q4smSVTaySACHfbB48IBJDIUqzmDHfL2MwCAhEeLs3NPjfB6CBqStSRKGcohlz55N1OMCjcKyACZth0zNa61HZcgk8bbULWnZyOclo5hsEe4BujCAgco8xOZ/fZxsFq2CxsPcuVSwXfz8FI2OlEOrIri4hIoJj9fMH3fdU+wMEeN1vb64dhNOZIOXDKhVzR81xW0NLpUCuHDgyYHSYwQQFKjIoDD5IAwunxWgR0cLiNvfWdrebXn9373W+//fjTjWdrmB7jU4vzreaRwwzRm0+fUtTMqYOo/XBne3NlEw8OfG/kioP84fTI6GKhNNTG3mrr8eN7958sP1h/tiUcjI4MjU/UG9UCe646Bl1Z86WYiVj3zoQ/GpEIrOLxEIBcgYKo2LGQIqFQ4Ao0M7MCSMiQMsrlPMOIqEJ5dHrhTEscv1zZ3T2A5I0paBNoIXI2c/nDocrYxNji+Mzs8HRjfLbkOWJMB/Dg+kisRxVbrmUA7VgIHwGQh5s3cMGe6+ftrGYKHHiukCuGe4KeOJFx3cANUPAc06iXTy+as0ut777l28vFU6PDD+62nj3ZvrW8AhO5Lu+F+ghtuEtj40uNqUuzZ65OzjdypWbBYQ/Q8ASePQXwKUeOxt7O2t1HX//h5r9/fOtXv7u9/KwVFObhezm3NTXi5szu4wcr60d87/4t9Wu/1Wketa4vnR31vTzcjqusgas5Jja9pbf0lv4cZICQELIN4YccONBeEHmaHACOcVxD1i6yq/a81kqVHsWplyhRN3rl1IESzn8qNmF6nFm6VifxviHoa3AWuhKwiHFFKTFCHaNCTQB8QVMAgiGAxAEMyAN5lNGGLcPMIGXoBbZeBhbpp+7xb7f+1g6gOzp9lFX3XkPzlgwElsJOvdpz5k0vesEAxyKSEyx9KIG1UucymzczYhEWn02OJZeJ6QZm2wvSuwySzrcjkVS9+9zgOktvzz2vTceqna6SN7FjHo/2/xKUfYISlCEzAUhI0qmZKhIpwJrej2TQe6El6RbNItBGdEjKsikDiCEGiyQoGBkRq6TYFUEi/Fo5SdP1IuhDkbpRsXqvJlFqIEzElGqNSTNeyZLqzxOmPYFTs/xVABHRCX9ODDsBxLZ5WglItLKBUyiKc8Eb5CPKh5zTSgxpIyQOwKnDX6qzpONrEmMMAnrDiqXvlJRDZoL69Xd+8j0zZABidycRJE7C3Yf63zVgZ+mHuek59x57sO+RpJo9voQDngQgIhyHyIsvUoJbiYAgDsiLXJBEymiwZ+CAXCOsuw8IvcY6/g+j17C6QoLeoKcrk8jligAFROIwKPbBBKMNo+/ffviHz3/z6MmjH364f/fO2u623t3hsFMBjtrtyBhxHIfZRmcTZFBrq3dZDdFxbRB3k8u5nXYIs/X9d9+sra7Xh+vDI0NffdmYmZm+dOnC4uKiGR0dqrowUAw3E7NIAGZHRBtjOI5dRQIWAuHFUQ8z+pyJJTVSRA4nhi92RZE1s8iKHYMKfsHLsiunlzdbnRTkwHWi1tHe1ubW5nazreHlXN/1c265mvc8iIliePHPKq2lzCbJ/Wpz64GgVFDQFy5crJXzp+dnnjx98sdvb3757c3l+48fP9pttwCg1WoBSN0JoqidlmuAZst+JZcqly5dW1g4Oz4xMTM3PtIonDs/kwt83/eJQEQmbnjagy7gWAhrZGL8RvBBfSR3anHq7t2H33537/vvb688eLyzs39w0LJxGkPd68/QrYKtgANQoVQ6fWbpvfeuL5yaq5Sq42Pjo6OjRDbauUULI4LAtLXZP2g+vX37u9/85rOPfv358oNdUSPz8+f/4f0r750Z39p49MnnH//Pr79+dPP+pzt6+9HWzvrW0WHz6rVLplboiKk7ylcBxAvhBPncUE3yQSHnaNJHjkSOjfxJcXCt54x0dnan3DK9yIkHuxKwDTMGo8VoMUq0b7SnNbT9TRlyBOwrBGgDh9CmudvZMPt7O64xUIoVyFjQyqZ6NsJEpJiJPBN5UUidEBIUq1WulUequUogrjn0KfBJvAQijIzYcGVsjDJGaeMSe46rHCFOTsXau2g30ergUG5+vfwv//23H39879lG4Przo9NjE9Nj4+PD5QrQjkpBoTg107l+tbm36jrf4c7GvZXlf/k///f9p08O37s8X7p8MedgbePx4/UHj9buPV3fPiyWS+5wfWh0qJJ3ocQAkWWbAlASUizpQpsIUovoeKqQ7t36COLBKEABJKKFQqIWqGlkH9ICcgSXrZE02IiTK1bPXbo6MTN36cpVEwpJjqQY6kDY1bKpnN16ZbhcGBKX/WpQdII9HDQ7YYfcnBKJQAxDMAZCLcMtIQ34rF0GIAzxyS2K8oNCsUAjh1QyhiU+d06ZGwEAOwoQg0oe7LPpGJVza1fOLU1X7i0++l1l+TN+Eu093l870jCtsK2hgAARh4cdaR2a9s7mZrlRNr6jBOIhcIAj65XKIWDWnq5+9vX3H3+1/IvPbn368AFQrrrFpbOnrp4fubhQbG3f+eiXu7/9dn9n9faXO1tPntw5PHzWad8o5s4N1z1H+Q6YoWCt0/GCJfCW3tJbeoNkDzvSjOZKwWVFGqTZUYqYHCjHpobOQiFvXEyOlZXu2rfaj022859ZKE/2X0p2kC50JcdM1NAjUIoIRLQSYYSgluamURFik1qLADCJT3AgfnLu08cdKQ3H0wsuvUjdeun2dWGGDJCUZvFONcTXfBkNELG7UnO26152EmS3EYldNk58u0hXYSXAkCgl4sB14DE8SBxSNxOhO1HwYwCG+vGpDHwhOEkj+ROG5lWwvBcSvV5dsoIogF4AVxIogWIwtdsZ6EUakKTSSlHYNGxAMs9tNGKxHm2hWCiE4oM5sI0snsTFj1NzpWr8q0xLsiLeoOvSc09Pu1PYzfpS9zx/HOt6PsmfFJ7ppak3VYDNBQUYERZjwFllk5LBZBKbBgpiQ+4lDXOFXEMeOaFEQiA4QkxGp7aHmbXHNvhtMjSUWVMAMikmpNunmfnSC12l4ERMJr1skytldfekLV1Ojd69Ji2195mB447nzqnjyFcWuuqbSxLDm2mMXUruF6FubYVglLAyiokisAtFYpGLxFeH+C/I5AqvBl31A5CcTgiRDpGjSCJpA3mAlNsmVp3mQad9dLC/t7z8w/2V5e9/+ObT3//+4aNHT58e7u0DgFJeuToy0phdmG+MNsqlUsDMzDH2nF3iBCbklKqXShMT4/OLp9ulwuHTZ/tbW0f7BwcP7z16eC/HfuB67szM9O3l6xcuXDh/7typublysVwqletDbGFIVnZiGwIRU2apE5PNoWnThXXPQKR3LmXcUtOPnOQ9i1cOWztgecHO8FI8kfq/dbd5iRC10InaHbO13Vzd2N/YOYRfHKp4k2PF0eEcs06TZB5/24+r46WrJu2D2CrPgQqU4unZ89MTi6tr68Mji+X6qaHR2w/GVp893Tw8aLZbR61WKwxDAMysFCvFrgMmw6yY3UJxKBcMjY6eun7txuLpC/Pzp86fn6nVoRSIoRxk3s2ZFZ4ZDka5Wr1Yunbu3NLtOw8mJn6Ymrz1w63lRyuPd3f3t3a2D5tNo7XNbadc11EOkfL9gElpzcxeEORHx8ZOLZw6e+7sjRvXb1y/USpVdGRyBfZcaBiJ8+lqwMCEUdja3tr44x+//Zdf/e72nb1Wu1oanrpx/Wd/+w/vv3+x3j7cLNa9Zzv7W5s/HD5evbm1v7u+ub+3+2xjtTE5PD6cuzjXmFWd5qFuhtg7ONjZ3lJD7CvjsWbRcUB/A6jnTTjJzAMrcFl7nEgQaUQ6AtvaRmwMA8pGcVIKzNoYMTqJnk5QjhbqhMZExhcK4JTKQxMzY5V6nhS7jmfXm1KKOJOl0xgDIzryoH0YZYyiHBfPerWlidmJ6YaTpwNP53IwCgpwQdzu6DA0OpKoozmSgB2P2WF2lO3bCIDutM1Rh9aPvv/k7j/937/51a8+f7wDoH7m0sKHf/vOhSunp6YaYCDwvKAB8a6y1kdhuTRZLC0/fPRZtPzRpztP6rz24Tl/rDTS3tx9tLr34Mn62s42B+XhscrUdH24Xsh78IgdZA6U0rxPxjCRUkogEE0w9r/jIi+TCxWAfBEWEUURk9nbXdlav3Owd3Zv21Dk+g4CF55C1D7SUcd3PUd5pWKFwJ5bZipo7bLjRoa1cSvFmhhnZ39fSWfd39k+2Aj3DnLaqeTrLhdCbYQ0ODJoGWoLDElBmZwnRx52KFrbOYh2Do52D/cP5RBSFIImGBKx1mTJ9qdNRHCUFUsUFIdwfXCtMORO7HtjjeZQ7TDIb9j9U4HzUAJSaPrhJu3cefDFL3/dGT94Z+7smZmC79SLoS8uhZGCRrj34NbXn/7+959+/s2vP/v+kzvLgBppjF+4MPf+exf+/q8vnJ7OPVmp7e08u7+zvPPDJpoba8urv/H2ldmgcPOD969MTk44rmMxQjcZm+ccQJx0vPWW3tJbeg1ia2ZsJA6TbBAZLdYWX9lA1gImMbApwH5UHClrX5+osN3jxoFPZG7/0179ohteZNVvdSWTwi3dOj8PvLCh1zUoFLQNmhpN4Mg62BOBRLH4LEKkYBPh9ptmZOMHSUbGxBsZqWxexx6lVrrYnHSjE70y9UW0iW39u4r1q5WZCZHfM4+yhfR+F+rafhgSw/aK0RAtEklyBB9HwIxVxBhAFNF2TOx5J2DXS6zyvErFkcTdpxcHpO4qBW9iF3zdOdKnZFljquRz3KOZFM3xQ+k/cWt7EQURkzxLAIxNM8Td/AMqgQLjrNAiRJzETDeSOAmmQzyocVk0pPcK9V3PdtDxAPPSd0UkOgYr97X7hb39I7LW4++Ieyi7FhK7wviGJGa72M6NcUPuMmmBJkSEjmhNYggUh2QV0wVjMo3vKrQ9bt8Up55If7RQpgVyUjG9F7rqh55i60GTRhnMDvSxXcs27LndLZkh7rvxpFV3/DY6+YaURXfxyiRexgDuHVuEEhnYDOIkYJP2pxGY/2+Gae8jStBWAQwRA1rQYooEEUFpHe1s7Czf+uHOndtPHj96cO/evfuPnj7b2N3Z3942e4cAMDM7PTt/7tTpa4unry4uLp09O98YKfpeklkM2T1WABUhV6mcunRhpDF0/tL5p+treysPVx8/Xl9ZefrFV988fbpi2vvttnPvTrt5cPjwwcPvv7s5Njo2XB+enZk7d/bCxMR4sQDXBTEcVxGLiRKbiEx0PSKx7khJ/LLMOqPYP1/ib5zwT0F6PU33TjpmgzIQiX99ShizkahDzSMcNvf2j7b3WhsHBqGgEIyPDc/PjtVrBcUGnFRzUBrdN1avE0WrzKIlJGvMB1y4JbhRqeqfu1gpN+ZPnX2ysbEdtvVR8/Bgf39//2B/fz+KNDMxs+c5jgPfU6Vi2fXyrlvM52u12uhQrTE6OjU+NjpUh+sff30Wt5J4oFKZxvWVW1Han5vLFQqjMzOnL1x4vLa2dtRqdzqdo1brsNk8ODgIo9D1vHy+6Ps+ERtjfD9XyBcdxxsaGpqemalUqsMjjXK5kMtBG/Yc+2pS8as1ELUO9x88uvf7zz/58qvlJ6tHHamU6qdOn7tx/b2fnL9+YWisbQ7l3fcubqxtc9tZvnN382j32fc//J7l5oPlwmhlenZsaXJ4KaCRVvPx+vbu/sHe4XbO9wLX5FyK2ocH+2z3eTDHznS94qndEY2ISRJ3AjBGWkftTicEEOS8XN51c2TPTByL42ptYCJDGi6UL6QkHkeChoHb0SpsiwtnxK/Onzr90//y4cRcQ7lusVRxlcMZtihiABIxRn4B2lcAACAASURBVLRSQqbjICrkchC3FZW94lS5VmfWucB4UctLI3exHDSba5u729tHYVuxyXuU9zlwiMm0WbXtEmt3jlafrN3/cvnf//mrX3x089EOHMpPn71w46dXrn54fun8bH00ZXQuqIihmWuXwE7toOndvr39yRd33HA12nv49NHyrWDfbG/eebbzeOuwFaHaKM/PTy4uTg7XHV/BV9Z5MZnTTGkyACImIhED0QRNCBMpiJCRrY0YhIIOII7ruI7SCi3TXn+68vWnv/XX7pVdpV3H+A58lzxHEUi0iKGwEwLkeQVjHDFMytH6gLhdzJfbbb17eKgCtyOdg6NdR8Q15KqA4YkYgRGKQKEgAoQkpxAo0/Swz9g52Fv/6osn9x6uAhtACQogCJMhe0hmAGhAI2Qhhzy0DcwRCNiTg43du/dv333w8JubD+4/Wd9ptg7R8cGVUtEPgsggMuJiQ7bl7icP157MP1rdvXlrZ2Gu8eFld6wgcrSzu7/1+Pb3n336ySdf3vz05oMvbj8FB8WJ2atXLn9w/dK1i/NzU/XZ6XIp3zloHoT+ZKi+WL71BNHaox8OfxdudfZWN1efXL1xdXxqYqg2XMjnPAecYd0n0evpSG/pLb2lgWR3+tjNgwGlDMTAEInA2Iy3ScymH1+5SqXG9Hw+2fxPuPsN8IOXaRW9oPn9gFE/ZNJ3t1hXPGseawSGYrZtpb3snTZXvM1efyzvlRwL6ZO8/CXa9DJEJ0nAqepJydfXwzV7wzh3r2SL7bvhZErD275UV1BmlOLPIgQwRJHh3jhliVYfx8MnQuyokZHMre3Da9g/pHp4n6HeIASmHwk6VlQPPX9tvMhN5aWeTeCk4wVS5u+AWvXNrT7ohxlaw1iXM2NTB6aJ5O0tGaQztrPRKdM4Ab7NQlfpVLGLCyfPlp6bE0BErINOWvluhKfeZj5n1mbH8mUcBrt4zwkXnwOWvCRlSkhiR9nTi9iojeKBEiA95mWOSISEISLGdPGmPtJJrTgLXSV6eC//JOsJRgNHMtFlsvw/HhTJeCQCSNIFUndd9nd0lleYzJj9iSyUMvvWcRjLXjapD1yvo3mXbD00CSCaIELGTleiDNP4CxOJXxe6spBjnMdNAIZpNQ93w7Czs7N/dBS1Wp2VBw+/+e6b77+/effO8tra2sOVNUHQqI/WazMjw6Y6VL5w7drCuYunF88tnDozMzVVKSnPAYFNsv6tjpzOHUau4OYK9fHh2qmFufbBfvPZ0/WHj57eWr47NFRbvn370eMnO7t7RujZk8c7W9v37twpFIsjIyPnzp7f3Ny9evn62OhEsejX6jbnoBhEzByfhSTwfn/C0mPb3rHJKAkyhGQCGFAIRKDU7OINi2sWuiIGXAXlCKlWRKEqoFBBfaIy3KgN1V2XWYnNRN3dvwbu4XTsp1ejk5Yo9f6bbkI6FnSNgZcv1YPTteGpmYUoimDksHm4u7N7eNg8OmprHSHZjaKoVSoVx8enFfvMfj5fCYKc6zq+x54HVklF+re9jCzUk6THfmDAzeWcmZnKzMz8wcHB1va2NjrSut3p7O8f7OzsdsLQ8/0gl/NcD4CIBEGuUCi6juP7frFUDoIcs1JKGRO3jYEk7I5G1GrubO1ub3/28ef/xz/9jx/urO+3PC42JuYvXvvZT+fOLYzNVX2/Gcn2qVNj//C377khfpdTdx8/edZpP1u53352H5Xc8vT49/XyKdfMK9pf67DnFvN5g6jd2l999vDbb3goV2QiYSYiVkyAMWJEDARCzOw4rus67Xa70+loY6IwtF6ZUWQOD5tBEIxPjE5NT5TyNTgBjPJ9j2CisBMhCkOEkeMGZeXnIjIgg7CDjjhOIVccGh6ZOLvUcXND82fPXr96dfHyQqFUyucKxggJfM+z/N+IGGODk4egSEwb0Pkgd7B/tLXVLBTKyvEPmi1FUXN3V47anjoQs3N0uLm5vfPg0frd+xutqFb06koKvsp77CjZJ30ImM5RtL6+99mXNz/+6LOP/3B3ebsVUOnMjQ8u/+Tnl969Mn16tDzsk2sZiIZEEA3j8PDk5GR7YX735++1fKe4vbNbQOdwa+PhSmdvbeXes82N/dBIrlysjY2MTIwNlUtga0MAEZD1wlU9W75ND0wwxrYRJBCGqOx0FB3iqIMOM3mO45Bollagws2nd3/1i9XRWt73YUzLUcZVpJjJysBQRttQotYeznIVDdJWGzEiIEQSGdFMNocXZfxOrOuiIQHgOeSROXRwkAs6zYPtJytHm9su4MPzhbSQgFigBNrC3gLTPDqEsOloJeC23nj0ePXJvdW1+7fuLv/hj19//scfIgQkpVp9bGK4tjAzWikXgsDb3N55tra1u7358MHuzXvb3z/kxfNH0c/oyuxIriy7B7fvL3/z5aef/+Gzbz/95v53D3fQUe7s0rnzl86cv/DeB+8tzQ9Xi4JKdcjFlavEwdDuzh4fbD5a2Trs7N/5fu9wb2v/cHdjb+PMuaUzS5fGGzNRPl8tnCj4y7G/6fUTBeS39Jbe0suRZD/0rqUXGaDHRAnokKgifxJ1A24/b2Gn0sufAb163jl9inG8dD1sAPQk7KooiAt4Ag9wBFFcKmmikEQEHqDEBj3uRt45/raUFx6valZpP4meB/r0TYzjpSThWY7XZ+DtfT/01LlPGXuJ6PNph3BmY5esbtz7uv6dRBLFCPFo9gNG9gAxGyv9uJVNttqvOiOzC7AXPniufH6skL4ef6Fa+1Ig338gZfHFE254lXpnW5kdwe58GGQ81TeqZCPi2Pi09sFkng2uoP03fccgRPJlm9GHXmXVpIFjffw1z+vLY8alkvh8Dn5QknuItIjYI9Ou7JpdX9mn9QnJNnr4T++ElN77Bjai28EUr/mUW1JXsaNMwdbFsGtw9zKLIFPg4Jpn7nwxF5AY4nrujpmmTRVKTnf/M67Vl6XXga5iKyLiWClCiGj/sHnwcGXlh1vL91dWt3dam9t7Dx4+frDy4NbyDy1rZAUQeY2xucVTp2Znx08vzs6fPTM8OTk8Ui8V84GrXBqc+JQAAmkhIVfAkY5Ik+e61UpQLQ9NTU0P1WqjjeGd3Xe+u/n9V1//cXfv8Pbtu4f7Dw73AeDe/eFHj+59993Nz//w1dTEwtzs/PlLE5MzuZFGxXOUEW0teK3h6InmmoghWMlMJUns0AVaI9ImNGJ1445IB4hEIsB9nRiGzyVKoKs4GE2o9/aPNrYP91tAdbw2NlMbHq1Uankfnigl0eAZKsc+/0noVf/zGbZ4fEHaUEFiyHNzrgPkSdXKXXbT6bQ7nTCKtNZaEoqiyPf9QqEMcYngOkg9c7v+zoPrPyCZKggxrGABBwAipVq9VBsBAGgR0zxq7e8fRDryg8DzPGa2sdgUK4e7C8fA4hnG1kMEmiDGhKYjnYNOc+fuDze//eaPv/3NZ7//zZ0H62FhdL4+OX7mZ5d++o/vTI+XCz6AvJMvOqKvvHuhUiw2RmtffHP720ePPr1zq/3kMZ5g+9ad7by6nVeNqOObQhgV2p2w2T764rPfr289Hq8Pl5TPirWIJAl6raufAETMSjEREelIR1obbSIdGaPDMGq3OyIyMT5x4cK5y9cuD9Wu+K5BJzLGhJ2OclSAoM2OwNUGWiw6p6AV3JKT143Jub/7x+qVq+znq7XRxuTp0aHxku8HGjg6PBKDYj5PxGI0cYLzsBG0BB1AN5tH6w9X7i4v727tNI84NIEiUtJ2+VD0Vidcb7Z2tp9FX93ZWm16IVfzlVqtVijm3FLOL3tlmI39rbWt9f1f/vfPf/kvf/z95/fuPN4A6lcvv/P+z//m2gfvLF46V28Uavmo6BKgDBRRjsgBHMBrzCy95xRKlfHZqYUHKyuOQ6zDlfsry9998/13y19/u6FySwvzZ07NTk2Olws5OEoTtAE0lE6gK0AADd1B6pxvPThIZzdrSiRix1EolaFDdvIg1xjR0mkePm7eW92CuQcGNCAxKmbZDSvFHpMikJhsAEAGSJsI0AQjRgNiN1zTs4MmyLEQ2ZMvGMAwoDgJ3g4CJsFRRDqy2btFsRBgIDpqtQ+2t1th9PDhw/XVjd1nzVtf3V599rAd7j1cffz1DzcPW0Bgzi0t/c2198/OTc2N1+ZnRgt5Z2Xl3tdf/XH55m20208frbXvPjs9v1hwcio8Otpevf3dbz7611/8+nff/+6L3Q27RVSLZ87MXr924cN3P7z+zvVKTjwOIQquO9IILoGif3hWpsNf/euXN+/tHKD55MmD6FNnY/fg7v2nd26vX1i6dPXC+dJcXbknsrLjbC/9/Ba3ektv6TXIJExJ4mNA4NjielUZyB54HAMLuj/2KZCZl0n/nZT9+nrC2JvBtl78muMRr48rOJmbEfeCjVGlAAfiiXEBDzF0BcAQRSAhKIjXUywQC2jH8KWEUn0sFbDsfyZzJ/U+2wdd9RVlL1Hv/dmbRRKMJ7l4svjaX4x0P0ta24Hz5LgS24eX2ar2gD6SfaIftxowSEbMcd89pi7YYddLmmywr4qvQVl0JBUUXtWAi2L5gdJne1fhce+9/sdPnrPPe2maZeW1V+lzaGCBMb866e5XG4mXgUV6C04U6e5Dmd7ru7+71tOpHb8wy25fodtSHpoUnu31bDX70wbg1Tpm8GCK9JstCciADJGNWCo0MEmZkZ7+GdjerlOyIItXDkCFqN9ILUGrCL1QhL0sXZ6btaZM9M8YraZ+tKk/20CSKWOAY2/f0GaHG8852nilmWoj0CfM9s8S1//HoFeErvokAcvlTKvd2mw2tx8+/OGf//n/+eSz71a3j1Y393QnRBjB5ob1coFfmZ87+8FPf37p/Lmrl85evHTWLQTG5r4jQzAifNzVMt3IFRjWNk4TG3ZcpZQDMbWc/8Hwe1euXNje2bl0+dzVa5d+uHW7Wil8/PEnnfAQgAn3Hj3YePTg299//NXCqavvv/czjbOOP94YrYJjkyQQQPwivz5J1kIMkyf+aNZUW0gJsQZpJk0IiSKy5twp8vvm1CNBFNu7tdvr65tPnm6sbuy1OlIYHZmdnZ+enh4eKgQEP27bsc3rR5muPbhVdpunYz8JQEmPH+sV8jzfcVxjetYVkbWPS+CC/gh9J9PxxnY3BBuNwyRxF5A9m/N933Vcm+WZiNj+D/3zhAAiCCUR+q1JKyGKwk6r/eTh409+/+m/ffSrb75+tLftAr7xSpMX597/Xy9feKdRbLUjm9nAqyECSjQ32giqtcappbl7K/lPqr/43a8PdragNfZ1u6lXNVwcMsIQrgGtrtxZXbkDJtdwlNg5Z0m5PhEZY0wUAQJyWCkLTRCTiUJrAXfh4tVcPhgZHzlqLdXygo4xmlg5rBgwRFBMJmqLabPKAQynAMd1XB4tlUbnx9EsA0AJcGB0ExAFx3UciNhEDRTHKLVzlik2cpSwc7S+9uTzL373u1//9snTfeXUSoWyp0B6D3r7oPVs58Ds7mFvvx6i4VeHJhfGlpZq9ZrjwAA+2Oxvr9+7de9//vKX/9c//eEQFaDROHP22t/81bUPb1y+vNQYreQ8GXIsehs0wQp+AJ/Yg7QQuONzQbU+eXr+/MrDhweHe53w8PGTld3to6++Wm0DE+WxhfmF06emGiMB8wGDAGY4Ohn3RHGIGKGYUEdaGwOjNUxoIm101hyXAS2ayMDNwc9FyodbcLyciz0F0bGmkeyXmQwBYnSEo4yNVxo0wQFcwEaOTxSVQXICAIAFLqAEocWtNBAZWBivAwE6gDZKhAmApxwIoXmow3BnY+vOnbsH7c6/ffzpp3/4auPJ0YNbq1ofsdshH00J3Fp5avb0z/7qf/nf/ut/W5wdGyo7tfFRIFx6cmt8pDo/PjxUru78+4o3Mfbzd07Nj+aONh9+e/fzj/7HL3750Sf/+mXSZrd2+sqV96+fe/f6+Q9/8t7IcE6ZOFIcUCIv35hovRPOeGjnAl/9y1ffLW/vabP2+OHa493b09urj1poO3OT45GuKwU1IIP2W3pLb+nHojhYj83m/LpORGIl+yR2UI8jWFIkxS42unv0LdkYStkMfTbuclbKyEYC6iIcWZklCXGS1Z3sr/25bl5Vw30ZeOJE/n3CzdJVhoigRJSYxGe62yCBDWAcQzS20zIppbp9m+hLdt+OJSKb641izQywMdZ7MQzqVuflumQQjJQ8ng1VlewP3XHJmBNnikrlylQTTwXEF8q7kgRmju9P2yyIHZOOFfECgEVgkzv2PULJLCL0hPx5U5pB9+2Zzz2rMTM8gy/3a/Ov8l7qfeQl9YwUPckgKW9SR0nSJqVf4w9MZMwgBOHHp3j2SGaZxpeTOEuD11FmCdolLyngla7uPkcf6j54rA79M6EnEF5aVBYqevH49IWFo4QFZy/H+G1PE0UgxmplxJABudCt+i2Zb8ff3mUOlOmpk6oK6p+rPUzt+KLPKKSZGiTM0FgXvKTRsAle0e01EbIOxSlo2htQyLLYBOpK6hgPLRGSrJsDeuZ57TxGFKcS+0uKy95HLw9dSWakVDLnrGtUG3QUhTvb20+fPH30/e3bR3vJQ4VifWZmbmJ6fHg0H5RPLyy9c/XaRGPk1MxEsRjAhQAGMBZrZQyYrQlR8p/yVOZa3PW5cjlXLuaLudHxxtT0+PT02KXLZ+/cuXvUaq9vPL137+7RYcfI483NKdfzG6ONkZFhz7MHUCJiQagXZqGRJJcwAVCwSeYVxAGUxEwnnmnctcfuXWBvAr1KlwGIdDva2T1Y29jb2D7sRN5oY+Ts2cX52eliDsbEgchAEsNHgxd7ptwfhySzz0smuH32hWnGSruHMasTl9XJPPNYqS+qVkzcrUKcY4eJ4CgF1XNvHwZnG2UyuUstPxIjEEPE7Xb0w/L9L/9489adldv3tnP+7LvvvNs4f+rq319ZvDwU5LdqvjIh2lzwnYJ2RTkdoDN29rRfnyk3xkq16tKZMw9Wnz3d2Tw82ndau9jf0W2n1XLbhrxifrO5tbW34YG5Y0REmIyIAMQEoBOG7TCMseO40sZoxIbJsUBIyg1K5fLo6Ojo2JhyXZgOyHX9vOMHmqSNI8GRo1qe0/FcQySAgsqDAjgANFCGB+iYl7BSEA2w57gEgbXTsnKkkMRu4AQSIp3znWLeg4T7+9s/3FlT9HR4qKEAEx2IOTxs4SC0ldQgf+bs/JUbc0uni8M1ch0ABoZNiN3N3d3N7Q5CBCONy3/9wU/eOffu2YXzS2Nj1XKAkmtAEXQIcjWzLS8XefFAO06umBsZy+WL5VbroKObQ/XqoztPT02u3X7cmZmcnp4cmxgfKuaV4kOCK1AZR3YxIgyAHDFuFHGkoY1B1DFR22VxWBGcGGw1YEYUtSN0PIQQLo7NnLn6/h4Vlw4OjhiHJmq1jlylwBRqLWLEiGKlWBEpgAmKhESsk6CdZx7gWbtXZkPQ1jXYECQT7YkAEgYcEo9EETrMTWAXdOCo6OiwtbUW3n3QfLx5CNOCCQkaApeBSA62t9vN5vdff/ubTz97trP/6dffffHNctj0AQHanlM4d/5MfbQxNDKxcPrcT9/9YGnxdKNeKBbs212n0Th34dxQtVofnSjPP5Hi5MXLlVrx8OHyF7e++OiLz+89WLGrbjJYvLx0dubvfrb483cXTs+eqZYClwAFHUE0SCmoCnSxUilduLRIwVBHVZ3i3U/+cC9EBzCtfS/nVSvlci7vscJfVKaUt/SW/uKJMrYkA359FXU0lukH+0n0FtPFJrJ/OZM6NwZp0qeOSWODxQXp6i1JmSeIbq8mc6RY0EmUeXH/O3qKyTQpSUnY5xVm1dhsrkL0GPdka53VnW0vJQGxEhQIVopkJAEc022l++yLDvD7ukrs2xJdrEe3Tc4BJSvki/SiMIQU7MiMTgb26nZST4cNrllGh83kJ2OkFZF+K4yXIBszlzJtp76W/rmoC0udMGPpuV+fc/FHoTeOXqVxVylJwy3GkEWvji+5l1/P3b89RQyY670P2PnVG147ZXqSuQRBN1WibUCCzlp9JE0qJlGcTT77tnTAXxRSPF6PJ1UcmRPTF0tXA9rb+/LsZsG9oUkTlWpQsZm0j70tzXKwrh2CfaanQX3UxzMTTU4GrdKBOFZ6p+Ww9rAkOQCIo2xlrCxsyPiu7VZv0b1TKOWy8a228X3HJ6+5RJ6/X/9F0CtBVyZ2Zkm7L97mNJMA2hjteX4hH6i83xZHlFep1q5du/6TG++dmV+sVGrj4+MTjYYLVPIBHCCCsazE7hGDDzeALL9PtyHb7cZANBQBDqCDfFCJyqdPL8zPz3744QcPVlbu3r37ww/fNEYqd+6sPnlyMDScm5wcmpoaHRkZNtqwUjaZhW0H9W/tfe0XgRGo7kQUQFyIZ8QT+IBL4gIOiYKQGNFybIm9CequReZm82hzc3d752Bvv2W0U69VJseGR+qlwIWSVDZ7iTjxb2gaHxcQjl/JcnoatBB7riShyF6/qi/T/4Jewa7ngTi0eQK6JN3K6LKkLmcWIwwxIiTcbIYbmwe7+2GzjSBXmZ49+5MPfnr+Z5fP/mSmVNIO9gJVUoq1YS0QlQ+NdtlDvlib4EXlTU/P/LTd3tzZXtvZ2trbXnt8d+PJo1bTtFq832yRq9y8F6HTOmgiNIHvs6O0NgZiRBzXabZajx49arfbge9zDKsiMWUjIjLadMJOuVy+8c47V69fmZ2bZaXg5eCW4e3ma9VCteyrPafMuaAdeB3fNcxG4BAxoAQBoQUYEMfL2YAdA+JkNVF2d0a3vxyLpbouT0yMjk+Mn15a2t3X+wcmCjtghxwPgsBtGa3baGiMlRtTF6/M3bg2Oz9dqpSUxwpgoOC7NaZCvT564RTR5JXRaxev3Dh/4dLpsbF6zkPBA0AwITTB4TQlKggwCuxBTCcKyS0Uq25RikItUnL+4hU2Q7fu7Q1Pnzs1P1HIOWIiEhZyLHSVcZawnKcQonIUBuwUR0dGO4deyaOSy3nHVwhIHCTswncU4AGMgjdyuvQuSsOnzrXFGJciNtpoBgsh1FpHRlIxQohIxdmiRAOabHpU8iEuM4g0sRHRYi0VqWvrnHAqRVAQl6AIIVGTcEDUjKLm5ub2V5/fFvVwM1xtsePoI9e03XgDN5vbm88ePvrqq68/+ujf7j3d2A/J9QpMuWKhXh0qnD4zef2dqwunT480JsbGpsaHR3KuclwyAEsbZODkvJHJ6eLQ8PTc/PXd3U4L0jrc2Xj65N79B9vP1oPdwwpQUWNXLl248Td/ffnn702dny/VSkOeEhEiAltzPQVEMG1yKhNDQXvJnzrCKAXzzc7nX3694gX1M4tnzp05e/bMUqNRBxt5ZSeJt/SW3tKPSN0IVifdAEGCtFjbqx4YosfE2iQhJVXm2Ck9/MpEIBSd2YAkcax7kUrSL61QHK+wGxB38AMnlJsqkK8rBQ4SYCiRl+OiSYwYtm8Rje4psFV+KPtMfwV76yyJWG/daeJjD6IkAZHtgdR0SLo9LC+Py6Sh0O04xwJ4jxqYRaPi/0zf8z29I4TkpJEAxBl+7V7A3ZNbytzSbTJZjTe+yW6vyXsFJvEsop6HnjugRkTEZOP+EKC1iY+7/jTSmY4eqMg+XwLvQxbQC2kdv7MfWnj+Da9IJ82YN4teGZHUjiddG5KMPKWgTYJcvMSrj4+A9PVf//fM3YNmT7KUZAA8JN33cAayT4kTxTwLpwDdGf3ccH8waXuky1TT9d7XHwMSZ785ipdjGp8ZAJIV0x03ILM7pLGokOrlmQdpcGejZ6yRIBqUPEWQbg4muzdR32pOWYkhgRALGLHntmbRgAXmY+NW6bcC7Vaeega0+64kpH1a/5TrUt+g0Iuhyd6m/8X6Cab0Sg6DKb82IJV0FIM8xUEhVy0V68P10VNzp8TNFWsjlaGR2VMLi4tLS6cWp0Ynq7VqPp/LOXCRbIIEhe4cEAGz1a67r4xTomTBCyvhWKyBCcJp3GTHdau12vDwMLML4MKF899+++3U5OjCwqnl5ZXHj7eGhqaWzgyNjZV834vDsscm7qpvzp9AMWQfQ3cGMA6okMuN+v6w726PjeT2eNJlj0QFuYLjWsOuH8Es2M514jCMNra2n65tdCJdLBbHhuuLc5MTw2WSpKLs9J4XDWzWG6qVrdpL3JOy1eMssK8ur4INn3zny6BXJ5YgTJRuQnxsx2Ki7CkBE5ERAoMcpXJDw5Mjo/ONsb2JqdHLV/7u6nvXLl89PztRjbDuIASIoFQcUYBDyUWIHBCYa5Nj9g0LHXOwu7O9t7O6Ov/40UoUgcg7arWjSJNLwhK1Owx2HYeV0lobiDYGRK12e3tnp9NuK+Y4paBYP+f4OFFEjDH5fH7h9MLs3FyxVFKODwgoF7HjlUqzZ05dUqWdUqUxoqoVqpSDfM5PfesFPkGlB6HC9riBQQwimHQKHhNv7D1g5bgj9eFzZy9EEVdrEw8ePOt0xPVyxCqMQigo39dcEad69tz5G9cvX1wam52olgtFAYAOTLVSmR+f3L949aA8vudOLQ6fWTp/duLKmeFhH8aAIYCCWDscdmHtJK2C44AIMK7nwWNIm8g1wqVq5cq7N8Ymz55ZPfKLI3NzjcZwJec5DvlWU8psI0RkjS4rXDg1Oq1m1kunO0+nverFswvjRT8QZu3CtpVANhoaeYADVqi4U2fKtel5UmxYhLQgdj2P4UUhsTmkLHoVW07GwoRFDwFFRMmJgkFSAtKDo5RLg0kUgZgE0iG0QO2jo70HKyuOGnW9B25xpYXg8umZ8XLgIgJcQHPgHepwbW9nfXd3v3mUK9Vn5mcq5ZGRkfHJ6dG5+YnFxdOzc3OTE9OuCzKAwHEBSAQ4YMCBq+AUc7XG/OQuZDtsH6w9jVZuN5zitHEDdo9mRqdv/Pyvr7179sY781fONUpBV6OcWwAAIABJREFUO/B8lbp9uMmcccB+DSZyfIyX3aByvjZyxfOn6vVvhNyl82feuX7uzJn5fME38qOKVm/pLb2lHnojcnBX5eru+CSUYgaUSP427riObU5jUCkEokR5cyGWa2hQO+ZKsNY9KWqQBXCO57+zIXdTZY8Bh2wUQgr73YuOIwfJlYyiQz0OcCdLKnFPCnrv6u/eRI+1B/NWKTee73JLGRNRdy+APfbIVqCPMpJRptvj4dACgBTEE1Dslk4dAPGuCtVNqA1D7EK8Y7Gm++Ql+5NJeDTHGJPNcBJ7P2iJR5Pii8IAMZFAd090gN5csnZvtzqnJggQCUUkDsFNBGZJFO+4Mlatt0E9bFZlgtVCiST2NjUkQkLUjR19XBm2lYs1fiOSJPljSmtIRLCZNpOmJWUNSP39PMoCqFkR+jlCbh9W1V+DQXf2XYnVo0E407EL3bfRsanwnAePL43+ZTmowq9BTDbWEiWR5YgoTo76Ku+K+8IWhJ4kUD3xoXpb1DWg6mldbOaoBQJSRCojvGXDb9tpmSal0onhIokIE8PCrD3uSy/ErdJ7iEQJHIEjceEmE7qij9M9r8gBA5cV//tSSPb5s1owu3stiQjWXXPH1EeR9OgiNZlM3pqACwMp0w6yMGYsZts6McFY+VviRCNp3Kq4ZLK7FETAAmWZj5LQlZBAAmWgtB0ny1lgxNrJkqS2Osms6BqxWu9uG1nYYhwksAoVdZvf0yNZ9vocilnq/5+srgZpoQTABeXYRbEQTE8dXL/WGRmdzxUrEzNzk9NzjfHxoXo98HMKyvVcRyUnYrbPk1DE6bwSA5vFV5L+hd1q+nq5u2ER4iDbGoCjXHRDnHAQFM6fvzA2PnZx6/Lq2vrTJ6sidOHCaHXIBYQ4nqOZ7ajLmCWzPpI3cQJeZB4jgEul6sz0zMGlizWdM2vt4cLYcGN4tFKukXIMDCcm1q+HEHVFuuwl6xBtNCtWrsOOU6sPl0cWlk7Nz09NlHzFknAjIF7hJ03qNzSBkyPNbhUHb3SDBJkfp0bHCn3+spbsXMhWhNATUPHYaHRl3HhgiIigoGio3rhw8VqnrcfH58tDUwtLV2dnpqcnh3IAUBFERzAhQg+udU30yBN4RoSzURAU5Qv5XCFfHx6enJ4XwPM8HYbGmE4YhjpSzCqJYCWAzSwbRlrEsFJioLUWI9oYQexLSAJtjHIcAGEYVmvVSq0Kx3E9R0d7Kmr5pcr43Ozf/GNt7p32E6Nrp+fmZhuFvOcpSruG4ABOulqtcb0Ikw3vTSSpUyKQMP/k7jg/aS4IoqWl85OTi1evrD17tt6JxPULQm6ohYiU43hBvlAsNRqNycmJYs7N+cqBMgCMB8f3aqUzF/JBZerp1pYUS8MzM/VqpaIiH073cFN5dmTdlM+Q3QkZpMixVVKAClu6VKkWK6PDU52l0AWCIMgPj/gAOlqx6mF/DBAYbh4RnMrC9OLw+/7MyNw2B5WxianRkeGRYsklsJM2OeZlIgqiiFgC31OOxaWMGIsqZaepoCt0kKRHxxgkfL54z7K7LJNSXDKmwxzlcmXivOeMFIvToxOrrl9aOL0wPTPmIGy2IkeZ+tRYyFhY3XrnoLO3356enltcPNNojNaqtWq1WqtVK5VyEASBay3tuokKHHJiH2rlJtVTIHKD3MTUzIXranNvqGnWyyOYOzX7d3//weVrc/URzw+M63ne8SjrFgZ1KwgJDhNUuYxz50bzufFz565ubm9W68Ur1xbHJ2qe32fn95be0lv6j6fnZBiU5AYBFHUjlBiyJ9ckhhnEkgZw0oY0A2wUoBLBI4noJAy4GUnVIIYcUteRPsnkmAOfVUTJOnfYQ8BY+iVSIjqFlzLMeoCARz1Z/BJF6lgnxNWiJAtXt8B+9k6ZR5IbjREtpInFc5VhEiMWHyG75aaWUIM6PxViM63I6kUGEBELXVmdqW2DKooYAnUzNVEE6C4wOAiviLdcEoE2FpAUpWJfJ5OqVBBO0EYb6iI+YwOISJjicx0Cp3nZumMt9sjDEDSRASKRkAQMZfOeZPbOeESSEDUGTEaEEUtH1DtJDIFEFFvMbSD1jpwAYtA9dE872IhoG900o4UeAwJORgbsqOj4TAskzDFkJpRgsAMfHTCfjv1qEpOAgW2jYxXLdn1GopdEcrFIYvdStm6DXvICwf+FIvzxoqwESkR9KmQSaogTkPe1hQYBJEGvut3fp91k+yxr+NhXJyFJ7AQFWWAm8Q1KyleAiESAJjIicXoxSid2JqBfOu6ZNqaRv2Lp0qbHIzAJCxyBm7E0TK0s08IGq3XdRh339SaYXnvXLm6S6k7H0yRQb7f1lJrlVKmCJkbi7pXYdC195MSzzC4+CNjAOlaHsm3vJuLLMMm4t5KIVtxz3ZBoRqQQsiiIshGvNRCPGigJ4Bqz+2RW92Q1TXhUjEhmd43M556plNqMntTSlJi69MKb/9PSK1ldpdZrGQYpDqgILrJ7NDWlXH90d3+/XKmOjk/4Qc7LBQ65EYwIHOu/LrprD2mSCZFRaYF4N0u7tR+3spSZyUbM8XuMiZg5lyvWSQ3V6qdPL66vr+7sbNWHy/m8E6ePj19H2VIHvSG+EZkVzCkfdQpBdWp+wdPufKER7stQYXx0eKo6VC1nBJc3agUQdxMjioh5fHr6w7/6eWlk+qgwe/ni2YnhaqDEAQgmtaD+sXGrbFkn754voBfvXX8ipUP2sq+REz73lhqbIVmbW4HYsG0gcKFUmps75TnupYtXOVfJVepDlUIusM/5iQWfonQBWE6cncxGQODAAyjvB7liWQCCJnSZ/fGaScJtk+iqiQCRjA315c6xB4qKCGgdUoE81ArnruarkwfTR7LrKlRKE9Wq57KgG14ifhPZmSaIIyuqVLJPd/H4WLErehDEgRiwoxyMjhY8r7gw39rf3zfEBhwZFnIIzIR8znMcIaJcECC7qVv01nVLY1PnaiPzuqXZsMsusccRQFZy0oCADUOJKHu8SrCpTAhkbahEjD3lYscjMo7K18fKxjiiHYcTrE4Sa9BMykyGAxA8RUU/H+bPF8bPXPCaoXFcr1at1grkqK7mYmcGjNizZS0QhuOplKUk2042zDDSzqQ4JKcdwq6A+DxpsGdGAPZ4jhgMFg/wPDcYdgPXHarWZubnDxlurV4rloMgx6wi5bLn1qcX8tdaOl8dDjtydunM/OxsIRe4jut4AZQHACIwGiaVXyWO9kaxR60BCKSQA4qAkJubXxrebzWK1f3OUf70/PDFC43hEZ9zAnYzrNKWpgED1gAgDC7bbcjxJKejM2emp2cmt7bXSZnGWL0QIEKcR+Mkemnx9y29pbf0ZuiFArVkIqkoAEYIMCwREdgVYQI5DkEiE7VB2gr1iaeGCLRQJNZ1HSrGUCgChaDQGrTGSo5Yu54M3+xHdSSxWkpMvsTiWMZuFYm8muIgJ23CyLDoWA9LMJEuV0975sWWa8eCxtudghgwRiQyJspop/HvWXtwERHTZ+LTp2Ij7qL4DkPQAhK7p4tJM+so5sSfhkEKojNiQXa0u4pzHGUYBiRC2jpdSOzRk8mG18U6jBAghqBZOYARiSCayRFSybm3SbN6QYRsnifRgM26Kw45RAqGBGxgfXAkjqMcW2ClsUG7wyTgOIm82PicXSAglncGDk/SyPiLSVBDykw0IzCGIYr4xBFPJ9Sx99ikxYmtXSqYxJKjERt95aWoFzRJep96Bq/vFsqOavKv6b/WU1/7i61UjORBGMyD+/BNyf8vLoYSB2Qi7h499xbxIn0k5g2WUWTQIqLY1C7FcLpGWH1927sSlc0wakGTROpDLLBLMsUS7sQKAgEZjl2TBIlfJKXx2oQSqV+IJJvaUuJy48hZJEzgxOqKpZsm20JpqRf2a2p2L/y1G7Y961lnHSdijCZxXZQ0/XYX8o5DFKtkAicS9Es4qtsb2NjX2V5T9iHWkiJ3CbuOdTV7tgEQwTCDQCLUEYQRhcpExqop5AiUQBFxNwWECCgU6AQctApgHDUbAGAEWqAJWjGRMSzKNiYdA0kia/f08ImD0/2dBEZMYpf3wp35Py+9ktUVMpJ/OmlU0t2qUHRm8yP7h/uu55bKpcgYRcyAAw51aNjGY0u09Az7s+EXk+VkGcpzlQ/0DFImDiKQEQLSnM1Kua6r6vVh1/NYcavdDgIHwsmaeVHTu2p475st52YXlUZD55Br12f9yBuSfIELaqTm5xxQNlXYaxGdOCEJTH4+PzUzVxtqnDp3fVsq1fnZapHzHlwWzgQUOLHoN0OE3lgUr13Kj04vfsdJPSbJUAz+tSfKZyz4AoCf88dGR9rtMOSA/IJyE09xMSByQQyXj4nPMXXtfuMtLD5XI5UcG9nFkqnjc5spmWb0MS3L4hlgryIdTcpVNbcKDy1TyRd0EOTZISP9AbAp+4/NG0g9eSHT4injdQlCbMPvgnOuMhDl+v6QV4YYbYwWCrUoYtdRIpoV2FGiIyOalTVmBmdmt/L9AnsgA9EAkjDdAstWMlEuKQn0aNlQHAqRSAREjuvkAS1ghiJmZgVAGxiJrUFtKdRFryjGHnM0xE7QNqE4FeWIcvwAjpt48tlbiUVSthnvIn2USVMZl54oXen/+8b4JeUJ+3TfRieAUZ5XrviuK+XSsOv6fgAwHE/IiYyJwFCkGsMjOKPyudJIfbhcLDquZ83H4pgblBikxpu7Fdfj9kn3OMkDKoAA+VJJXbo81Bhp6dCrVblS0ey1QBQHAutpfSyaAAApKE6lZcdlZrDLrCqAcZWK38Uniu/HF8pbektv6c9AfTtOrzSZ7ArWkwdQBOvNLq6yxyqGYFjYdIg6BIY4BAJCIhCMIDQICRogISOIEuGsA4TSPcROmXisVVog5pg+aWKxLdaarCJhrVu6O0uqqKamsvEpdsYwJ5PPXJLDehCRsQE0rRtab4iMDHN+3qX0Sq/iJ6kHX1ZotRtzKsf2wg1J8N/4BfZGlu7TyHB1l8gnaLbBLkmJNaYmgsQHpbYPemWAJKZQnCVcBEbIiLhplxLFFj8Q2HOl2ISBNBPZ4RDRYgRxqly7v0g3ABmF8UEVaUCTGIIiKBIr6hOIIWyS8RJogJiIEmsxTmxeBIAIwzCSMFzJLDkJGhJhm5on3bQ4FTUyvc0CBvFz/Lf6hp26H63cZOzpGycgnA3Jk4ys1aD6Ijkfp1Qc6tFsejSyk2mwNpS1CUrXuk5i0gFJzgD7NNs69rCDH138N/Z02U6Ek6IKUPrnORXqkaPTQNzJSrYzJhuWKPENS5yX06HN9DMnIZbACEERQUAiYAgTcaIS63iSx+fjYg0GSUdJob0p+OKvgtgvOmVc1j2QCNaWUWX+QigCh0KhQWSg42lry85aLp7QQ31q58D7uCfhIxnqC80ec+w4V61QYqmk4wdECQwojIVDcQQMSvh23FkxJ8q8/4QKw+LwlLAj3WWX3XSmWbE86VWCCAMORBFaQk1DoYEmsMBl8SA2qTcTMYPEABBQCDL2b8xt4rcogQ+AoAkdhlYUKUQERXC7MQVTe68B+wFloP8BRAM+/aXKwq9kdWUpw9l6dF+l3DxDimzjRrFiiDFgxYDvuJktNnnWqo+UGEO+Ieu1HisqEaUUABE4rlcq14jZUU7s1PWS7LKXl6caLGD7z4cU3How2QgmnTwU2oSOwGM43Tn0pueHCKChnKBWD8qVYXJmye+gcMiu61rbaOHErDFT6bf0Qjqpp16mB63gkAgG8RPGCzxW7IgrDpigY5dlBshB7ySkZOOzFzkzfP2i7GuO6MDHyHpUAwAcx4EzBGlDouLQcAHuIRCBPSj/eZ1DaTWzK4v62GW3FSoOAQWQSj3xCFBKKSVwWNge1xlOoB+lKBHSkyBQPa/qpkiPr/6/7L3nd2TJcSf6i8i8piw80I32Mz3DMRoOh2bJpbSizB7p7e6n97funnd03pMokRQ5nmPaWzS6gYYHytc1mRHvw60qFFybmSY1FBEfugtV9+bNG+kifuGKWE7W0fFFR1fD0B/MDO8qSkeYfclm8PQxoWwYQzI4OCGwlsmUWTxZMSx2uPJGQuJAtxk7sA8zZMQ9HOLZyfSyc4AGndGR5C8gYsNBSGHEYVjY2sAGBKMwTnLLca1SCxdLc7OLgCT9rg0jMA+s16ogMwCu94WxA+8wfOcAGGWuQqUcXroUMsM5n+UtdRSZ+MgRQMMGDu3VCoCJnPdEZmIiLipo0Lhm+TxGPFe6OqVTOqVXQuMLbfzLcTnSFI4xhWLAEBUPLyTKoiBRygXWi4UFGa8kEOZciqIUVCg2DiRADsqhZuhZMzCge/JK+dCizwaWyIryKC/MWH+KQDlhIiJWdQqAmNgCLFIkygFAzIYwSIsOFCoWFTm+FVTgLMSkooXuAvGqbuCiTMMjTMkMWj5YYZvG2XMY+KOBhFEcc17V0yCETke+V6L72BmYh6fQPunBxxBDpUC/eHTMAZ5ZmArURAYeaxAiV4QNEjPUQM2+UntQC8X+weO10D/JFTnU2RhVp0TKUiia4gvv9SLLjCiJFxlm5xRlVXEgO3RuKnKxFwaznOBBTnTYMY1IAx5MAxEVhWFYGWANrFCRnCEFUEXERFwU5yUa+jWpFDlsnmOCHvVj5PMrioEQvj+eVITNH7r1GSL6/sk0OLaJFWBRQIbAyfBGGubmUYU5ya/pSPP7xrIxT/x9sWX84qLozmidkArghpLcYXbs97mYSqP8xiOSwY9m/O79wLJ9cOgFXuRF6Iibmx75cOIXYzSCbwogbMQ7xaBOAoZ7zugtBsLWGFsOMZgGo1dgwcgYnuBVlcnqIGCwWJLKzICqOO+cUq7wQgywgIkCwECH2ZeKTG6DegMig21KBwY+MgweskQHKdQYIEfIQZlqTkUxa1UiVgQgU+xQI7/UZ3H7Gb/hmcm3Dv20H2oug/RbahUYbPVQgIVUYQWZSkIoFh0zGYUFWwJT4Y55sjJezERf4FeUq6aA0MCSwlS4eSrTwEVqEO4nqkVmYwPLCqMOlAvgOBSEkIDJsDK8sjhmJfIKB0qAlOAIKCpgCIwSQ8BSgE9kiAGBJJ5SEAMBkQUMqeEid6GoEqnsL6lh9M+xOwlhkCWFCCg2Oib+8wkYHKeDqd8UIBhLCgo5VBXDrCiS3choe9T9FIv7MVI05qQ6vlXRWMv7TzmpMyAtKnoMNNZCrSVmBiAqokpsoyhkHuzqciDo+Hjaf+BYbrQjDyfYCBbgATMDQnCCvv4qaLgZFudgWAYAZWgQItBh6kumke/kIQdnPdIfOva1/vzo2/PhACQCRWH8NMYy2IBl5KEyepwWwuaYnxCAwuH3QMNHsiJ8ozl10uuNvh/AarAAQ3PAEkwEFwLBAM/XZ+x3Rzs1fjgfeFIxgXWIGo1XLlWAhvZxHrtrFHc+dJZSGkY/DKSjkSh/sKzhM98dB7YfAxgauJEWrlggghkaNkcB5WPpYYuHehji2HKR3I6GQuGBXhwnIR3s1h/8KNnn/+iVmY0JowEGxUW6GBUiQ4iILGDLlXopHhRbCYJgeOMQt8JINKXRIhrfsw9s4QIvagwxqxpigg2MokQM4mg/wPlAj0es07EPFjwwoKMYIz1wz3N5QEe+OaVTOqU/EJ2gNQ53c4VRsqJMEBIHdawCAdQYT5as2EBCqxE7duqF81GUMhUhSAqinJAPimkQqxaRgxGUBaJBqjYRZPB5AGs0UsBwIETiBapExMQyMHOwMQYqUBmct+q9y70ImJktm4CJ1TsVMaxMMtRwmJRz7xXKxopXUjbMJJ4gQiJwxChC94p0UUrsxTGZQZntFyYayg+AiooUSp6MaehD/VUAqJywzRXAGBUXDxGxQl1WoHBhc0RGyRNkUG2RDSCeCu82Y8AEIwX2cUzaIBoohiQgN/CKgg68nBh+gCURvEAMDfLdehEnKmwCthFx6CXNXJ8ZxqrLE1KEbFghQiAyzIqsAC6JKRcYUwpMLCrOpZbIELMIqVe2HgwmLyIKy8wkTIY4cEKiBUCmUECEC1dAETpQX+woEwvPr4PY43EypQwz8dOR0/+kpjHQlnOCCLzCGioJQwWF1U+GElChT2FUI2esAyc9an+yjGVCOAw9Fh8IPMrLj33YRgCGo0FKOUKRu1OcqjNm4HInxAKSwpFt9JCR/LZPPN6B/TROx+ktL0snCK4v1uqgEzTQfAdeOSICImYyzESSGwgRF2n+FSRFBSfxoKN8Hf+zGKoCu1ZmVZ8T1LKhgcTkoKzCRJbJFoEJgS2GQsioQiHsPVTAFBAYXgqtQ4hyEZCQVSVPJEzsc1/EwRIAeCAXdcxCZuCpCkOsIoVxk9UY49U4T6AAIBVHhRvUvhMWMBSPB38/r+Kdjs1L3l9aw6ZG+OVhjo1SRBVGC1F4MkZBIo7IM4lRGLZE7BXOK3s2asc8NI/p12BcSZRB7BliyAMiCi9QBFRkiFLW0YsP8mIoW4aHUQrFeIo8kSBSjsHsVVkQmSAyotLLXMtzUqxZryAOCKGXwFCosAZitG/UWDYqzsNrQGI4E+8hBmoLJ9Qi8pp4GPV3dB85uuuMlKsB05nGvQL/JOnloavB9jT+54CKwmJszDCNnBBbVVX10EH87+ByPtDAUSjlQOMvvGONzv7RJiUiGFSIK9ysWIrkQUOI67m447hee4yDqVdAYILhOhMMQ4sUKDTyQ2mFvh3pWI8Y4GHorQUsCNEBXfEZj9V9kOCU/hDEBBmIkYaZ2FjFIJZgELLMY/DtwNiEYWz2AaKD4/jqgFA6OA8IyhBRJhARgyMFFGoHoJUr3IZfdtIcvv4QhjMOWh8jZA1FPDn+tWWYe6RYzxiciIc7eLTDYwt/tGIGOJkOT8hhk8AoP8pxHQQBReUgYhjiwjx5TAHj4+jEve8PQ3rwqUVUMY9QdwAwBkNPtRiqCrVswYB6EBkbDXeXQVr+sa4/55ULpcbawTBbCwAMWFt5Xr+HPmyEYWVwADD2wCWndEqn9N2ko8j9vo6CwqlATZE3AkWMHowa4zm0xhoOTalEVWiYZeKpLZznKiogYwiFed0PnT+HQRwIVUzxgUEWOXPitee1bxUM6xVCngZhisJsCYUEZwGI16HZgtSLtQaUptIzxhb+OtaUfU4+pSCKAsPMAbMlIlXp+74XIYXmYowxzOKVDEOUiEMOvJfcOzJkAuPhM58yiTUBMYkX2k8OfICBI77p2FE5xkbRg9Lv6OIjtrDDqo4ODrwijA4DmXkgJOfgPihwzlsOmUuizDaC9nNpAYWniRoVgE9Kd60oQgLdKAsVij1dnQflHIFgQOodi7emOMJVBU6CKJwy0RRMOem3evlOuRoEIVKXkbgAEZMBk1coDChWBErqmXOo2FpYnnIu6XbSQF2ZiclBhHwACm1QURiHgIISFDAMY12/J0iJc9WcoVpUb2QeQYTPnOD7H/azHOkhOKso8Tu8+rmyHI1LHTmQkPYjKgERaB/4GfgcFqGghfdxgQgc7NnRYVFA4BVER87S4WQqnKPGUi4cVMqGqYDsvv+XOhbnXeJcHoYR2HplLcao8CQADAQqED+Qmjg62rki34tXYWY6zMWX0l6ecdUJsN7xGNdIwhlAdoYRkBVPjIgRKaRIdsZGVZ3zOfahOaYTF3Qx2wUAsaoK1DEYAqKAmAhC5EECJiUSkBMwR6YUw7vUZRyFnuCyXFWgA8cFLWo0sIGQc8RRxUYlMmwskbq820KWEqloEWbrYTKhnClnIuYIQQUIyZHPc1AWhIVHkTJb8azKYAEc1I+VxdHxFzucV/0QL0+c+0U43P6GNSZ0j4noNIw0VhUCFMZYawwhsgQLNszKpptlDhoZQ86oypFJBAyTshNgSFkVqhGHhuOi4oPzLnGZkyIZroLgRYSEBgtBmRSSArlRDbQknh2xN4EHC3nRXNVbptiSiorLSHJrJqAVr1bVeiUZZCBU0sywD8UEEkLVaWDCkmMVnyrAMIWtHjBD77wxp79DzD38lqPZV7CARHBwMv/p0ctAV8/dZwf+yTp0tMM+f+nQjvetn3WEhqNIwwK0B38doLXD9fACoNXR7oy07DFLBIa1tUSgRfkVQkAgQGRY4ndc1Hh1RAVcNSzWxkMpZeSic0hgHN8uxrszkoX+VCfxd4YO79ZMxb5OQJGcwBc5e1RH7jsjlHHYxOiU/gN74Bw3IT3BKYzAjvlUEoGGh8W+JHaoc+ML5GD56iPPVYyvpANo7BgMdaSnR0gPsO655X8PtHg8b4fy5OH65xgeVMMxGd49zJNPAJM6aDZciZZgvsPLaRTN+CxZnIaVSQeGpgHYWjBdhxk0hxxROjRQR6UT4mHGi3FZGGMTAeOjfZzsowfHQMde4jvM7lM6pT83Gt/cgeO0hoPkB8WiRUlJEXOQJ5x2RKKQoxAaKcc+MS7zVA04Mi7PvRqLsJC1iEBqGIY0ZI0UoUgINcyR96FPQVlsgqpFBsq8ZEI5rBNkbAQ6qB/PSlAmBIARFSKwUp7mPvOmFAYlE8WeLdQLCbFDr+UkseXaBJtQVVOXeU2jkqmGVYc87SeaaxgRGagaFiuJ9bk6DsWJiBP2eei9ERhGAIFAwTxK+HyMAeZYLo7qhD2DvYPgNzqm2eFAjT4UbgXFZayamICYjOszMClSTxOxmXHUTsRbm4eBKpGH8gmnyQimAg0dg9QADGFV8hxkyiQEhjEJa6pIoVASthH7cpJVXV5RrqVZmCSca1KKE1YbGgNiL2AqjNORUJx56vTzHFBjydiO09z5POcyO0OeJeG8n+bM4aStTDlvG30f6pRSJF6scXCq7AJykTFQUfUYZKmnQajjCe9IhT5NjCKp2ajQyrc5lcbRyoHNJrHUg3g4kq7xUlITJc5nmlNIHLGNCvC0SE0BHWZ0OzihCt+TIi1TAXOxU01SCciEDPVQBYyq1aHVvVArPEMBhmdkmionImoNAAAgAElEQVQnAVyEkGAwsM9bgMgSOZAKJEn6QpqLd2ptGBgLY2AIXtSowDuQwDIkc14URsQoGGRUITJIb8SGrbFmrO7wS+rc9ExR58WaGeJWqkKsgEB9GEQIq0hJ8iDpml7KHJTYpIa71rgiAIx5P0J07EnD4NHh0Bahr0SqKhAmlMlY58Q7R5bZGoGDtQLK8syaUBDu7HhBmYK5JBNHznBSMmnZKuU5vBSwC1yQC+fOCEV5Xk6FOQhDk0vqYmYymVKm5FRzQIxRAZOP2U36fi3NIwTlHM7rZk69CBxwYGAExsGKyjAMA0P3q2fLky/K9KGQOTIWjyagAfZTuJMWkRmswpYjRsXnyBOXZxqYkAz6rpuzCyvBWF6tIg/vIYW3aF8sEQtZsZSHPmOHgMiI5EZS1T6FakvG82CPhoh4b5lZnct7AdsAZat11SBxnowq57n0lTLAeJHEKfkMPjQoaTqnOisaCAScBUEK01Pqec4HdvMMIcUxqmmbABNzyIJM+pn2wT6ObGhtkW9LdSwF2AvRywMr31X6xgGD4zSUT4bqyEh3LdISj6owjukiR3XDg7P5JVbBUTqgEtOglgfxoJ4YBnWIX/4hx+lSoy8KTdXT/sLQsfobL24ieObjxx84WHvm4Dc4/JznP/VU83tVdJTzRVDACElkQPfFwpOIX52X3svR8FQY5iYc+pDzmBB0Ih3ErZ5/4cFvXn4SHoT8xlt81rl4Imi1j1sd/Y2PW1gFSVF2CYYGOWKLhW5lmKjzu058EkP2GVEEwozvZgc3/P0vxv86bh7oYGqNRrsAoORwY8Ofj238oNR6QrrVUzqlU/ou0Albwf7PBAY0Y+2TMEkAhDmXXBB24617e3u7e2mawzOpCYKgPlOdeaMUxcZSrGqZQigUmcArDDQkDQ1ilcCrDYMSUdjsuM3VdmO1mTUTFa+cuyCtngkvXJ2qTAUgX9QeJ0VgAmNC9RYakglEsLu9t7K8SYJKNS7P2dJ8ADijphzUtB9lTTQ23ePmeqvR6/VaXno2zGfnq5cuL05N1Qgom6BkA1HpJT5N3c5WurXW6TaStJ95eA28xllp2sxdnJhaqHLMDClQj6NVzw6ajPb3ZwV0LIjm8F1jfB6liT84ODh4+BZhNUW5OgLIGDGcE1eT3K6vu+2d3t5er9treWpUJrL5M/GZ+crMZFyyYJ8FRTn542UAwiAdDwAiWNJSmgYre8laq2sCmpkMFya4FgiQMINtyUs5TeKV9eTR6lI3CRW21dqCbp1dwBtXps/MVoM4AImXTMG5xM1+ZW0rXV5tbezsCPm4HBjrq/Xg7Jn64kwN1sN7MmkA68l2OrK6m9+4v9fodTIXAVyiTqibs/N0+crEzGSIPCkZw9aINwoL9SAcG3BU4FaD4nDDXJUvefTrcaOnA0Bsf3Qy+G6207h//drq47bzZY/QMVFsZ87NnrlytjpbK5XKZqTpHINn6lAxEQIxyCHPfN5q9p8+2Vx/vOUSmZ2aOHN2dn5xpjxRJpBCDRjIDTKAkCfpTrq2072zsr2R5OXZ+Qtnzlycm6xPAkAuCMm5Xnfr6cqTJ0+295qdVNqJOgreeOvdy1deq1crtZiIyBgLBnwfLm3sbT1afbq51W618lanr6CJicn5udmpqfr09ES9Xmc2FoRn7yQn0jOQrpMFu+MbKbTZwQoVT9z3e9vp2tPu1o7f6ZV6WnJuZ6Laee1C9eK5WrlkRISIFXI0t3IxrEWoEBNhgNYxcz1Jgscr661OJyrb+nRcrQdhbElVyTvVJPdZius3t7cblPpKZqwEebXUeu0cv31xskS5as5k2AZCpp/Jbidb29lZWnu62VDY8lSdJyr9c7O0OMe1iiEiYwMFiZD6IO/VNtfp0aP2XrMtJhKTqXk6M5u9Nl8/W6epSsRBGIJS8aJC5MZUW8GRTCcvScUQFzbyIxCBMsgCOpJZmSwEJEHgq1kvXH+8t/Jou9nIFAEFXoP+3Plo8WKNaxRwSAaqwlyk9yoaLx4kzGRUA+HQWUrNxtPeg7tb7ZZnjqOITZBOTPPZyxOlRQObM4tTURFLHBljBEouZmIXtnZofX2nk/RKNarPW6p4b1IbV0pBlHfz1rZ2Gmhsp1ub691O2yubUCoT+cIinb8U1WeRWNNxTmAsgs6ea63vbq0l3S4D1URoz21IrTt3YWLu7MTMZL0UBIAr8vLqoMDrSyDlfLzY/6dELwNdnYj0jDTzQvvgAr0iosKxTaGi/pleTsdF15x4+XPOhUGpUAxmKKEIJByaH0aOiHo00Pr5NDjkx1lxAI0r0kYaPaBOfetZcrxSXqh9RzCxAxFdz5EbT+kVER3huQ4NBMNKMEPjj9IgevZYlOc/NHNe4S5EqkN5SUcmD4jXos4Jjd7w4DvjBXErGtph92mcewde/2WNls8GiJ+LWz3rNzpmFRKBC5/LIbsAKNjvZyR9mdX3xx/5QwfYCRDioJKRKg18ysYxrCGHDmyDJ712IfzhwKV0TJbXw706rp0DF/zJH8SndEr/eYkGJ+IxPwz2A8qN78AbSCkn0ydOEPTKa1/f/91vb27vop+ADYIS3nqffxb+4PL0+VJUCq3JvVfyw72ZAUtqSZmELFsLZjK9VuvaZze//tW9xjKyPhAgj/HmT/kf/u+fvFapU5QRKzOF1sIpgQKOJQ9DqqaJPPz69hef3wD09e9dumDnTCUql+LQWOuq7Ya0t+je9a1Pf3dz9SE4gg3BBpNTmz/56fqPfvz92dlqaSJg8d5lvuf3NvP7NzZvX19bW2l2W8gc1MLWcfEtfO/Hl4K4ElpmFhnUqcPho3DwX5HoBGPiuJ64cR+2EYwueLYHigJF1oDiK8ozp0TdJPzy1s6nXzS2t9qNhjTbmJrBj/9L54c/xlvxRDX2FbYGORUJy7Gvew4fzaP4ABVWRPC19fXep9fXry21SlV8/y/K9FqVJvKSzQBiKRuuN5rZzVtrH32+8+Qp+inyHHGIC2cR/I9etTTpsqwUUGzJC7qJXdsy//7JxudfPVldAxilMipVXLiED34YTtennYqDs5Gxppp3w5WN9JObm7/8eOfmA3hBKcRUiOkYl69AAxKeCNRRhYmEQFBDTLqPXo2xTMdPNX15mQUDoei44Rv7ygMKl+ft7o2vH/zz//nsk9/dcFmYOjJRVJ2p/+QXP/sB/3SOFqfnTByEAZmiXt0JnTFDA6nkWavbbT59svHLf/7oX//lk17bv/vu23/7N//1R+X3z1SCMAwYyvAEAfrQLjK/ub7+y3//+v/8+vdLu93p81d+/uOf/uMv/uqDyenMwafdzCft7a3f/Op3v/zlvy6vrHbSdK/Tcxz+4r//z1/83T98/733g/kpGyh8DuRgcd3mrVs3fvvpZzdvPVp+tLW711TQxGT94sULP/rhBz/84IOrb7wxE5Vy7wwzP0dWOIG9A0Y+SzZ8YVFtENZDHGY5Z4lffrz329+2b9zBbt5oOBjGdBX/8LfNyekJD2/ZE+XWWmMsAGIGBgu46JuqV0BVmFg1UsTeT999sPVP/7Kx3cTb7+G1qzKvlSkKbOgNk8B6ih5v9L+8vf3pF9rL0HHIBPUq/ubnsJRemQ8iuJACy4HXoJvltx88/e3nvc+uo+/AAcoxzs7h3Tfx/ruTb7w2US1HzCAEwMTert3dib76Yv3ffrW8vgUycIoMuHgZf/OT1k/fjs1CXCuzGkNM+wthACrqINTvuRw8MjyDAn+DYMFBkNYR1HWQZ694HBGrsEVouOL7Yd6k+1+s/fqX1ze3kQtgYKp4/4f2r//2ndLFKKgbNuBBVT6GUpFqkIiUSdSz2ohjyri1ltz8eOVXv7qztw0GggAmxJU3o7/5v35QnqkiEpFcRQ2YRY1X44XBRliSeOVB99e//rLRab79/fn3f3ohLrFn9aLdnnPdcHstvXutdefa5tLDVqcF2MCELq7qz/56plp5LUeeVyNfrpNYTqmz1Vu6tnHzs+WdtSzvR71U9myWTuGdn9m3P3i9/G7NRCBT+CnrWD1EHJty5iiJyPMv+m7TS3pdHV3gJ+y5Iy3xRVTxF97rX8o1Y4RVHegDH+yYHnynkzaw8Ufud4IORZMzFcX9htFFw6zD/Ad0DHghwO85Gv0r7M4pDYnGZh2d8P0x9/xB+/Q8omFFhcOIp2KAto3e5ZkIxTPo2CV8cHkNnzO2Hz+/38/GaF+csfRMw9HRhURDAJnAGNQlNPqcm4598B9lIdLYlvcyj1MtfK+Ke1iP4/chSOpoG8c88rl9eC5udbp7ndIpfffoxY8GUlJST+pY4Ykp0p6aXtxZ6z29vdpeAwmQIWd4waOHcu7B9tTCuTOXJ532SFOPDCxQHUpZhoitsQzrkrzZ6T2+t7LxZHtnExaolWAYOaO9LEtfrliavvjmrIlZkGfSN2oDE4YcZM6217LHd7bu/Obp9c8EEWZm+t/jUpxzKahYX2k3+dG93etfPHl4dz3pmckZX61BgL09tJu4c7On8uSt9868Fk9VJmppq7e5tvnobuPB7Z2djb4o4glIF1kG45Dshmv3knLcrb1XjiZItEhOzYePIRpBHAR9QQ1lfzCG5gU6Vsgdtc0DvVHAquoAJbE+N9vNfPkplnf6T5pdUZmYAjHSFEuPUZpqmWr10oWKiSgmGlbmGjNmjIrGgUgtNBKNvNSS/sy12w9/82FraRvTZ1Cd7c0vmolJCglGrMviXKrb2ztb20mzBS/wgC0jE6zs4at73aDcOjdnz0yF1bCUtt3Wlr92c+f6zZ2NHdgIYYhSiLSDtaco13ZF/BsXSpdmzOLULGSy3dKbt5ev3dld3UIrRTlCaGEJLsXjFST/3vj++/2335wtmTAwYrwQ9hPYn8xjHT8Cv+25NFAwCsqBLtBtb2/dvX37sy8ef3z9ycO1vVoUh8a0O1u7LRPUbBKFVx2/HU3MTpgwHOvDaCwGozIM1FAQ0qC/01+7uXzj9ucf//o3H93sucluXJt/d/dils8QhSjqpAvUQbtoPu42usuPHn362W8/+uTG2i4md8ziwuuNZkNlesr6Rn9nZ2Przs1Hn3526+69zX7qbQiXttqp/+zT35GtZVkc/5f3Kmcq4BRp1/fbT56ufX39wRdfLW1s7Ga5K5VD55O9vbXVlaWNp+vkw1plrlqZKZXtKOnry/P2JOlqDPx9TqOKoRgpQkShkyjNw62d5MF6+mADDYeOwFs4wXYbN5cwMd++dD6qlbJ6xRjyIFKwKkh54PhGAAmgho0Kew2FamlWfbDkfvNx68Nr6CuCBVTPm4qassIKS65OSt2kfP/R9uM1VQO2CD16HXQU95+gVG4nb5v3r85DnPNBvx8vPWl/fbd3cwlre4grmCrDK1o93FtFSo1O1nv36uxCPSqZWqt/9tET3Li7cfthczuHllAKwYJOjt09XLsH0HYr16sXpybroSEHyQSeCaJ+BE/rCTvMiInjQPuRYdivw1hYt0/a5IaXGc1ZHLK223jU2l5tdRoIGGyDNM/9EyyHbv18f6I2ZePchMIEJiNKpGas7pUwhBFqHre28/u3Gg8e7G1uwxLCwKqX1q48upfev9Ipn5+Iw0zZR2wDNuIdCxsNJDO9brC1LL//zdYXHzYRY/GS5IKYKbCRyxl5vLrUvfX5ztLNpk8mFmaiWrWV50gzzlL/9Gny8ecrsxei2dcWF68shJlZf7y2fbe1dHe7sZMGtlSuV7TV6XjkKVbvusiuTwQzb755IapAkAA5kY4VUR9j6H9qeiUBg9+KXrHKVrhAFNi8CO1noAQwSJGIcWTtwH3Hj/vx3TvOQKKwgOg+YhWcdOnL0aFuHe+E9dz7n/Hrqf73CulF+fkfDVQdpWOPldFPBR3ncXNia3guK8ZslINHj7tkHTbcPvNJR+mbcXi/kuGL30MEWFBh6eQih0GR1+yb4DV/UKKT+0Aj5E7psMX20DidOPQnM+1V4FZ08PM3lWRP6ZRO6Y9Dz1/lRT1W1QiIOKpwVTO38mhv9fZG0mu+/U48e/4sRdTqtR4ub6cO20/T+1/v+FxnFiksZxn6AiNgBQmISANDkY1cQlnf37vx8N6NVThz+a14bqr+7mvfy9vZvZv3N7d2Hn+5SqZdqYVzFytg7fZa9XLdsKh6ltLKrfXP/p+bd79c7y0BZ5B2s8C7qjfoaj8POo3g3q3GP/9/dyzj7//+x++9d6VS0/X1h0+W13d3knv3d3/9m9UepaUFqs/F/TRdWnr00Yed1h7Ona9cfmehvhBKWkqbcXvPLy+v3vpktdvIJmv20tshW+Fhjovj2XWAtTQ0OL3gJnhMs2MQEwYZDKn4M2eC5VqSRKtrvTuPGuutRmkebyzMfP/iGXXR3Ydr956sfX09S+lRUDk/ebYqKjKIjRor4D3MgmTZAEY0TJO43SvduNX98Pfdr++gqeBJNHO4yKYGnkNy5bRfXd3ob21k/b5MTuHqu6WF82/tdfjB4yfrG5tfLUOjjVJl/sKZCcltYz25dX310y92Gx335vfOzszxwqyZKk+urexstJubO52tvaTRQPiD89P1Gd+q3Lm5+8UXWw83dWYe7/1o7uz01Gxc5q5Zvvv4oxtbd9aQBen0OZqeCy3aMdSiQBIPRwsOU6Hsf8tURA6+lO5IB4Sew+OTAT2gjbyxtvr4i9/f+vCr7SdpeeaNd//bD9988/LCzsbK77++eefh3ZUEndKZ+XPfm5+GwVhoyGHoCgBEwB5gDXsbW7f+9c4nn60vLycCNfWnGj8l2yuVM2MrAMRDFHAwGdBaXr7x1Ze/X3n8KE08+nE3qZKtBKELuQls9nbuP7i19OGHD7+6+ST19Q8++K8/+MEi897Xd+5/+vWjTz/6fa9Xja2d+9t3y/Uyso179+7cvLe6/KTb6lUXz5/52Y/frdZpffPRta9v/OZXH9+8fufy+aW3vvfjubmsVo2GmpwWOf8x9Bx7hkTzPBr3W3z2ECmgNAg3M0DcaNHaTv5ko39jNevFOP8eLlycj6Lyo+XG8qPGyg4+vrHX1fI7b5SqgVF1qkocQgZ1tYhU4LzPo9AYQypRnpa6aW1lI/jVJ+u/+6L5cBO2jt0cXQ04jsCpVauJaTbo63trD5caYCzM4+K52QtnLm5vNm+tPnnazD6/DRv7c2f56vx0dzd+vJx++OmTaw8RVPGTv8TFCzOzU5N5GjV209WtR5/d8jt7WTnYufje69YF26u498D86vOlvWzv9ffM5TOVyzPTZZRW1unek/7NpaV76/IPZmvqQq1iskDaoo4pICIuXJlgiiT1J3keDnj9LbKhFMKpAkVCe1L2qW/tNHae9p48anR7ndffWZhZODszO9trp0v3HvbaraVrbbXrl7k2sxCFkRIZqCU2KkREbKCaW8Mhlds7+mQleboljUzOvlW+fP7s1YuXkpa7fu3e6vrOg+VedG9rjpML56ZLHMDngQ2gDA1JaitLnX//p6WP/nWltwFcQM+FibUlppBJsrDfCR/df/pv/3Kbc/zjf/+7196McjzptNBshOu7/Xurqx9/uXMlX/zBdOlSP/a7butB7+NfXVtdyv/i+3N/+Yufs5VWp9Hs9FY3tu8uLT/4fTNpfh3H5TfenVbKQU51dAQcALz/c9NLQlevGsx7SS4/7/JDriDEUB0co6MLXuHAHjH/K0gP1Hd/pc5WR3v+al/nlE4Jx/uRjoGlIxj1m8nKx7jMjHs+FiLcgXu+0Z7zCmHBF4ZH9p0rafwYGX+ZP4UFSy9dQ3JAL4P0fYPmj7vrO8/MUzqlP0Mi7BvMn2EPGb+ARUJI4DRwQaftr3/16NGtJ6U4evuHb7/2/uulybjRac5cv33r+oOny9vdpgmDfHpuhjQjzqCWKYYWapRzSD2iLKetjcaje+ubT/Yqldk33jv35vvzb166kGz0qmV//aPs0WZ7435r93Jv4dw0WyWy3U7S6G709rZ8s/rw8+2Hnz3ZfQx4hCXYMCZm9Z5ApLbXT5rtvdokFhfj934y+fO/OlMumbVVe/Xq60v3O43dr25ef3rt1vb571fmztYZMIElxsw8PvjLN9746Xw872p8jhpnHn3d7G7JjcerK/ne9nvNM5drYcWQCZ7BK+wnwnph0OpEN4gDlwwfUZSuI5B4Ec3CTqP89GljdaOZkCxeDd57vfT+mSCgM9XKRLPXubncvv8Ib/xFgvNT0BSqqqqDQLrCgaKAGYzLNU+zRjtrdtOb955+8oW79sA9aMABF0JQDGcoVcldoHkt6caPHzeWltb7STq3gO+/v/j+91/v9fCbz9yn1Nve6TxcxcXF7dfOz5CvNzvBk83Oyq4L6rjwuv3hezNXz5emw9m9jYsf33jyTx999XQbUYjLF3ozE5npxOsb0c076eMMv3i/8nd/c/n8BM2aIMgufV6au7f6T49X8PAJ7j/ZWFxYjMuqpICoqkKGmaz22TaOJDIdZrSeUBn5ZPYfpQxoAG2kextPn3711d3bq0FSf+Ptt85+8Hdv/+Sds431R7np3Vx+dOPWfXP2waXX3jkzczWaRImPyBvM+zFeCmQKbPrdh7uPvlq++dnqQ++zWUxOtE25aUpJWM7ZKBRFQh0vSJu9dG9t4/6N6x8+ftxJklnYeQqmlWImH2oDstxe//rLTz797e/W1/dmLl145733/9v/+oc3puu7Vz6d7/f0//1w7TcfXV84M/3um5NzpYlkd+Px8sOPPr5+f0Mdz77+5jv/63/+4+wsbt3+ZKIS+4w2N2Vy9rxS3OumjUYcl00YHlCpDkFzJ9OxozDyD1KM/PyPDoUCAJEUqIso1AegUqera5u9+096K3soz+Lqu4s/eufc5YXpa9dbv4037i49+uKmmErvwtV6PdfQMCvZQfOjJ4qqF09J5jrd3tZOuraTfHmr+9lXjaW19HEL9QAJhZkSG1jNQx+zTvQbcvf27sZeNr1QmZ3BO1er7109s7VWjW6arc/vPljC7Cy2OrYa5b29yuoGXbult5/iZ3+Fv/r5G1cWg8WpEuPC9dvJ//639ZW1LjlsbaedRhaFUWvX37zdeLS5N3UZV9+f+Pk7c1eq5bqrbm2f+ZePG1/eWVpt4fIO3mi0arG32AMIYZUp0CIf2mA7euZoHMR5TximQbqSE1yuCueUoqY3GwSu57dXWst3V3qSXnjn0tvvnZmZmclbwbm5uVtfPF5aetySVZ5eWLjwWhjlLs8IEDWqTBAuhsMra9Br5ndurd69uYE6rryz+MH7r71xYbG5nuaU9X3w+HGn9+nODyemL50rk1fJ8jTPup2s1zGbyzs3P9m98Vm39yCBB87Fmca5jXLK01aLErLptHoG48yl8ts/mXj3A1ObnOtslzrbZ+89zNf+d/702n1w+923EFCW+pwgwt7Ucf79qbf/fpailtIUda/c/6Kd9/jDT5fudDqX31xfvFwOKzmRB5kD2Pefh1z8SisMviS9vLfPM+94RvcO67GvbmTp8Mc/tqeeHqm++xJ06m91SgeIqKhvfWBWjBQP3q8TSmO/7M+iYZq5g20eKD530OaiIzBM95s97Lv9cr6F9Ed3Zzu6ik5wV/pTWW0n9vKQaeAF6aWdRMc78s1vPqVTOqX/AKKxLbGwwI+yiI+fHCMqrmEgEMRqShS20nRjvbW2ictXq8H0dDBTj2bimbn4dZbdRvvR/fWdtadX3qqBFjzlhTLOClYAqvCZ77jMs6+3W8nm02bSdtM1M3OmPHHJ5LVdznXxtenNh7N3H7e3V9HayvKu1MtVUwl3Nlv3b6/cu7a2cQ/hBsrB5EQ1yzPEFXhrEqK+QRQKh+nknPzwp2dee5PqE2bm3E7bfZH3K2FUmp6a7EyFJVuCQgTNdrfV60+H8bmLiz//a2uD6uW3ZuOZLAl3KOMql8/MT8xUalWiWGL2xnkfFO9RKIJMMsI+dJ9bYwwu/pURQPRSdGhzHQwNgcioKIiDIJSsmmfl7a1kfcPTNC5ejhcXpRTsUF45Oze7MDt/Y6nd7qDZzjv9fCoa1BAcQVfEpCqkgBrvdGNj79GT3dsP/Nd38WgdHVePzNA/WZFnmbGliGuBThCVNzce3nvYKE3h/JnqzJRO8cqZsmZXuLkZtrbQ7WKnJTvdPCwvZKFtc6PJ2zN11M+0zp7lqXhjwnQnZue3ZuMKgAx5jnbi1xvNaq6Zi5s9JAb1GZmY2qsEzbJSHNbfeuPiu++8/rj7QAVJL3e5G9U7o0EB+0OhmgeOpSLUc1x+oZdNhzx++WAe5NAu0mbSaa2vri8vb+x0z1bOzM1cuTJ5YTaaNBMuvHBxen6uvtSW7Z3O45XNJ+dnynYqqgxbG0N7PKFwjCEB/Dq6d1dW7z5eXl1f9d0WwAGsNWwVgVKUCxxRwAF8hizr9zq7rcbq+pOHS0+ePkXPxyhHNoxFjc8UaRemE7h2Y/vpzl43rL574er3z126Ojc9UQ12ztTtxbNTUWl3J5VmL9nYXH8S7JrO9tbm9o3bd9b7ExfeujI1eyawUaUSfO+116ul+uK5d5zOTs9enZ+pT02GQUBFsT5V+na5wEeMPrCI6NA627+OACVVkFcVVTJcsqY6Wa/m2ZOna41+inMz1bnZ0kTcrbN7/Wxt98rc5vb6k43e1h52Wvl8tWYCQz5Xr4ZJVAE1zCpsyGQJej33eGXvxp3k82tY3UY/QxSFFt4plIghgeYxfEyBNVN50tre7vdSnK8G58/HZ89yGGxN1fXy2erZenVzrdNpYHMni03ge1Hfxd6wiWRmMrwyp29OdWaiFlDLZievnp2/t7zkHXp97Db6ZKTXr/SSVj/BuSrOLU5M1jSWRhn5xcm5KzNUK0EcUsJeX3ebyVydo1I5k0CViHjgTEZDx7hvPiwKFYBPUGrHh4yNiaqVmQ41ny7deXy3P/U6JufT8kwjnOBSNOd605uP8mu/X1ntdS78aJJN2X286A4AACAASURBVAZpnqVQrxBRBQkVp4awZPB92Vvf2V5fW5ibnr5QqZ83vrJr6+bCa3MbT92jh7eTpc5b7Vn15Uot6qQ725sbK4+3Ht7bvP2V7q0gTCYmzi42O9tggYkcArAAGhoOjL791jlo99zliZnXu71gM45yhHOhNQvVqUmto4NyVwLp5naT6zx7Ofr5/3jPI527XNqlm1HcZk65f6E+MT9Znza6RIQ81W6nF1YGyhkP/RD/fOg/LGDwFWsiLzZsg/X1vGc/20b17LtPuvePrnm9sLPIKf0no2835sOKnIfbPDnw/NDtB9Cr4VHzIo48r2Cu8isFrejF+v1nRd/sfPzmbHz+GJxudKd0St9p0hM+0wjbAlhhicsU2JwixKRxO2n2OPKVOC3DxI4IU4vTM2fnGOutXXTarUTEgB2MhTEKQAWilIs68sZ6Lxn3m67XgL2A6rTRSqdn+iaOphbPzSwskF/q78F32fdd1gdZ0+1Qq2V7PTRbmGG89d4b8xe6H924mQoSyVuS18sRB2lAjcmKqc/EnXbV2MyWWnu9jYlwMdYL7FkS77M+BIZgDJUqFWIzcWZy7uwciKmkGnaddPKs4pJO1iNSZ0gDgzgOjTHP2coOW0XGIp4I32B7PrK57uNmQCDeOBf1ery12drewuJZnF80M9NZKcuJewvT8cJ0PWT4HL2Ob7V6fgaWAQINVani9FciL5Tl1OrmjZZfWUO7h+l5zNdmolm/sddVD5+CnZZMWDJVzmt5prvNzk4D5+dQmzQT1SxI70Y+eXfm0tMz5Wu/3+0CSYrdri9H9aaU9sR2Q8xPoDLZrMSdMPdIN0HJdBhXiNirOCS5aaeO8sTDkYUNQNTPk60oSkOBy3dAs0HgwhATNUzWbWgt1EMZSkQElcPy/eF8pkfMfnK0VuTJRPsDUmAADAAePnO9bmuvsbm+vbHV6JmzM7WZiYX50lSZ4rxcp4WzlZnp2Cx3cufanX6r08vzSRFSBkFGZVB0OK4gwGa5e7z69Muvbt+8fn93dQuiiG05lawMDWEtjCUYAtQjT/Ms3Wp2bt5/8tWNe1vbyDJAE0gaBBAVL4AIJOE8zxPXSRDPTE8uXplYOBMEPfhmLehPlSUMJM2yZq/dbDV2YxP2mo1Ga6fRzqLJ2tx8pVYnASiqTV98a/riudc5o6oaBB71AMSFn9Jhhn0LCY0GdtWR5XVoQR2OxdiwAIASg0GGAmvLlitpgnZTOcBkPViYsaFs+UZa1QsXpiZq1hlFkqLdF4+Q2MB7VQeACaKkwqSGQZmjdittNl2rjU4XNsCF+WDWTfbtZhLAkA9JI/hYnCV2uWl3slYHbQennYnpcljqOe/iqHxxZubqzNRG1PFtdFqazFbBkzkHJq5U6+3JqpuOG1PYQ+rheI5fvzo/sTCBZhe7Xaw2e2nQT3wpMtsliwAwcCyWvIc6CpJyuVupoJyjFAeVUr1cslGUIIgpIxWlAfTHYzvSs8bkpN8IY76az3bUlWKhGUbZ9bOtlWx3AwtvozTdl9K6lvLAlkrVianJiZDKrole1+01us5ndlAAdZAOHqSqLN5ICtfO81YfKaLI2VriS3tt8mFlcv7szNnZqSpF3W6n0/B5QloySdd1267ZyHd2tNfH5DQuXZjT9vz1h80WN1RzJ1AylXq1nMclb+s1M714ZfKs1bix13raXMuCdiXsislMXW3gUPWd0DTbvmWj0sRrkxOXFuKSycxul9aTbC8gsWk9yerOOVWoglmsZS6KVxZ17P/MtJWXrDCIFzkcj/hhnnDFi9HIxPRN/a1GJQVf7JGjq57hY/qy975i76aT4LEDzKYT+P8C/DylP116FaP6Lb2WaMyr/vl4FR34/9mhJSc28geYzS/Y/1P6g9NzxuB0iE7plL5DNB4hONJGMPxTRxZE3f+GiVTJKBlP/VYvaTuXauph67XyfD21PXUah4GNw3K1Vi2jmWOvsb3X79UmQ6XAKlmFhzr2QgLAgPJeThm0L609eM3qUyXhXc9BHJfjWrVUnapUapCUPLKkw12jQZDnHJdnr7xZunQ+nXOL58Or7Wb/q5Wb7QxkFCH7EqfoijSc5Ey+VNMoDhwCyTjg6QhTzRbae51udw+KOMJUtVQtx1AJJqJarep9mrp+lqeWwliqvoflpcdr6092OwilH8QUhiGPlR+Tlws3+7ZFo0aiYRHxJ5663bTf7K5taqMpTKiGqAZpJULMYo0E7MuBVEJ0BS7xkhf+VooiB5TuK7EEmCB0mnMQ1abLV672Zi+iPvu2hBev3w+7X97xGUoWFRtJL/OB5740mkmrm3iCGthI4jgL0ICKzVvn6xOLdSztodnA1l4v4l6zbzp5YkqoTaJcRrUspRToeXCrHlcmJ6as3e32kWbG2IhcGtruZAUZIW2huZWZ+nS5VGr2w7W9pyvry7lDvYZyKWRTzFWicUXiIN/3v1QiDFJE7ruzjbmP6LMVqKHHCgE6XsNcFaJZmnU6vUa70+72ornSubPnp6emrUUQICzx9GQ8PRkE1idJr9VqpWlW6LcH5CkdLEYowH1wu91d+ermVx9de3DjSdr2NizP1MNqV5Ma+QoQeF8mEwJABkmTNHm0uvWbT25+cX05zzFVB2OyWy5ZkxN7sgZhiL1sY22319NcYy+Bj8tUCYUaiPzZ2XhhOpyqm3t7jeXluyurwWIwHfc7Gxt723ud6pXq1JmF+TPztXIJCIEAoFqMLtAHjIFIRk6VA91PL/ZSaswY6w/4tR2W8p6l/RETKRsiz1ma72zvtVs9BkKDqZqJgyRENy4HcWgnAz8Zm0qIwMAJd/tJl3wtpMCyeA8wU+FqyESGyRq2UZSeP9+dWlAxFWMvraxTy7fXO33yjsUZb6OIAUrSrNPvtRN0PBA4WxJwygaVuOJiuxDHMxa+i7wrqiVBmPvcSWINSrGUo0wyzwLQXhntwPUDhVdsdPC43Y0XaqW6n660JgJIH7sbze5k2ZcmwWGj11/pbPQcSgHKlE+ENF2vAbkkuVI8tFV/W6VyeFIQKeMEM/m4Y5wCee7anaTbEvJ1lh0yXJ60ptzPzW4J01Fcnp+pzNSqaw20G629nT1rTKVimQiqzENXYGX15FPRVNJGV7soBQhLmbOtcKIUQD2l09XS4uTMg+5Or9nPe3lL+0kvsSacmJy9/Hrl3GJ/Kq5PuQutZd7q+n7XeddSdR4kIOFE0LCWJidAcS9BD6bGiAwWIPV2o5N0d10G4tyEnRwmqAS2rOyVWUphSdOypGkUlKxOPd5ub25tdNuAA6FXKYeivaLq96vwQ/wTo5f3ujqwMQ8/nAj3HY9bveTznkkneu+OfUvPb+jor4dQzJdCNEf3/qFw0GMbPfzlC110Sv956A82ti81kw9sDy/vE/Oyz/pjTujTxfMN9rQ/K1vQKZ3SnzkNHKmGa54OClE6Jowdkt0YxGryVFq7ndZuO3NAqKaUU9ijANZWrImsmABgQT/LW1kvUGNUIWQEnlUYHsSwjFCd1Z4g8QAkcLDeAEYpoNBSZCi2pgSXd7qtTj8zUlZfCkv1xfNnTOjLMU2lc9XOzLXPb8c1BBl8ljpJE3Wh7TFSiCMyoCBN2WNSfXljM0zX9rZXk/v3VtrdPmJUa5iZqoG8U68l7LkmyDlJKKPA1fJmsH5n6+H99d1Ow9Zh6nCcEpWZ8Kwit885T19agxkbmiLHITFIBiliLZwAQe6zJIVllANEcCGCyNqQjVFfsi4y6OVw/VSdF09CQsQFUqKDrMpURFs5Fop0ZqE2d242qsyUq2+t7URrG6tGERpUQgrBJstJvOSUpejn5BRCiEocRH6QSIcrIddjgxBQj71mezLajsOgFGnSRb8LaJi5yGk7CEPkYaomEdNOQR00m6nmOlnD2Xl5/QLCLqSN9SWzJHE2UVvbal1/2GgkmJ7DzCyCgId4jxA8ERNB9x3cxtk9SoNwmP9y3EjSoT8OHJA6wq0GsZdgiMkz3+n09pqNTtIN2dTKtVpcjTgLkAUstVirsTCypNfd2d7e2tjoXp5FvSYqByKvCmyTWkieItt8vLz8yWdLv/zwYZLWgskJ27O9fmrRrbKPxMfwLksk+P/Ze88nyY4j2/O4h7j3pi5d1dW6oQGCQwnOzsx7Nu/tW3u7n/c/XbNnY7ujhxwOOeQQqtHobrQurVPdvCLCfT9kVXU10CBBAhzF/Bmsuiot6xbSI66IE8fda2agYcfbgw9uP/irH98OebK0ZOnYhTKBIyOFUiFeEKU6GGxunRwcFsNJo+ObSa8rqa25zrw0W6bTJEc5gg6Pzd52ZzRvRv3jp8928kI7SSttz/nE9Y92jCbRU2UzbvZKoChhLFJEqEIMsZlGdDpZVacFjc9i+Ts+Z7wwRl80BujZmE3PC1UJIUh0ZV4OjtFZRuajNxNvA5QQ6oSylI1RVAXKsoqRVUqmZCrJgXhqUJp+9Umj3eH5MqbtpNFtNrpzdbxsPxj88tM6FjAKJohEJYVq1FhrXSvIodmxzY43dmJIU/a18UnkpiIA9aAohpPM1pAhYu0MoqA/Ccs9WAZiSoWEusrHGExwMEGfbdVOO8a+caWxeTgZCTaeDbwYXLncd+b20533d4/QxNV5XF+ySw01UkRIFIJhgKEytTD9rqb8F4J/8UAvkw8IEJCSsqpM8nI8LCVaqBV1SdbmpICrjC1bTRmY0oUcCqnzUE1EUlUWgCFAVBWoBaCqsZYqj1ZSGycUYyOjJJUoeWa7nXYjcwXXwQlM0DofqUOaskiyYLKFtSudts9I7GH7cb3vPj42Y5D0SUtFWioYpaHgrWVjB4NJYJea68iTyXH36NHJ43ubO/0NzdC+jOXLS2QmUVChJFhF4mKDyqVwlA0Lp8Ns88nuzs5O0kJ7Db05TVKJxJ9LFP/Dedj+nRIGXyrzvOSlr+m3+i35suN+hb/3ZR+Ifu17fv3Rfj+ujfPz+te5Kb++BD7jD5KXz64vn8m/7jr5XLe6+MYvTtsXdfDf9qyZ6Vb/mvxu17RZ3GbM+IOAAD1NAJyqVPTiTeDcb0UXXtHz3UVAFdYkBCtBoYhxJHpsTeEtN7znQm0gE2AIxkIoVlImRgjOwBIoKEAWsKyp5QaHvoNJ0hhNXce6IcaJt9E78SQsUaKGUvJgoN4p22bHd1rdyozJT3Rc1XVRc2kcbADVMZaTGI1yxUTGZBS8xlRCo6qzwTHd+dnTz375bDIIg9EoMm6+gXfevdTpNIfjAScWDpO6VI2ICAdh+5Pt2z/9RX6Yxjpj79/67uL1txfnl+estUTTEjdfkK/ofA3966whv+1w4QWXHCkYqgQiJYZ648QlPjFsQfXU6qCIxGQBtgxGNApLINEQQ1Ca9tkVAoggZ+4fUERkL505z4at8c1m5pP05ChIMaHpERRWo4M4UmZjTcqUhViLwjkWijmnbZeV9WJeN8vSGIrOopHauXaI2l9INQ6w8xQHB92duRb55qVsHpNss4+t/vh4glRRTIpyPE7axfUryX83b9/Z7j/d3P9wc/Tkg3FqdFDipIZp4p2bjVdfX1xYNMaCWYAIiiC9MCSnDimACec9BhX0wmwX/CY1Zfqb9JJb5IVXDMSESsqyGhfjMhQOIlX0lGTG2ZiD2GswUlgNeVWNBsP+yclkkgNtML3w3KUK6cP0Uezt7z998ujo3r16VMzffOOdud7a/btPt9//NCXrIR7iETJrpRhwlqEYPXvy8NO7j/pjfuvmuzc7c/fvHesOikoolFEmBcb9iZSjyTiX4SiWFZxPXZaSNzVPm1cREB2FzKhDXU/Gw0FfR8MqCHE6Gsenm3v/OHr6wfHHbELtE03nrr3x3Vff/G6328m8UmqNM6qnKZunH0ZBRF8ozfrbMNX1fu1pdMFVd6pbMpEx3Gw0WTkfobUAaEVQIUEtsYKoj8FoRKghIsYEayYKESWwP58l0y/GUJKZ+cVGS9gkYpI8ISSJCSGEGkRQcA3UBA9VEoUaB+tgnfGenYWJxJxazSRYIiQOFANX44bLWy7PDI5z7B3i6aGZ764tmmDj/Ajp8aQ+6OO4xLCAJGlpuNlO//g770jj3j89237yDPfvHX/YOm5bPBkib3SuvrH4yiW8faux1GHLVZDoXBaVVBSYFnjTr9M98Cza53cJ0AvdCM9cWafXQQFAEGOgGkRqIiJKoS1iIi5JQuqVYx4mx0xIHCxHhkADiJQiIdKFTI8YVSI724Iex0CJ946N1HWsJTFeZJJPJoZhoRJKa61POBKQuqTRyhpMVWFrJVfWYdqprVQpoiZsXORKKSrbKEbqVl171Onmnd3b/3hn816el2XdlOt/ips/uuZaHap9rCUQrDGqvpr4uu+ffZQ//NWTjYcfjobRpv4733WvfHvh1isLdT2ABxE/d7j+IfGvVOvq9+s/+sNRGr8Ss1j8x+crzup/45n/lZ2W+AqP2bOzeMaMGTP+w/LCyv5L9ileWEpfXMRBRTWGiKiOXavRbGSFTwAziTQQZaldEtsNsU2gmyC1XlVVg2pNAMOwGlarqqSGNIF6wwnAQaKQMDmrxkpqxTGUuY40KTloCtdpwBsmZN5YwZGMazsurQWZmoqggMDAW0oMQCqkRMGamBltAY261KOtg83HO599dtw/hPdYvYLvvvP6t9686pMKhKgsAphUVREwOCq37g0++CcMN4rOleLSjcVrV9avv3Z5eS0BDqahUJVf15/6rAfX11evPjdwUwggVRKwQKPGKFNTXB1QBYKmTCk0legkMgAiMBMzK1QVosqnxzjNT1NQkNp6zKWOYoU4tmFfYpdqT1pDoDr9C5G1hJYilSgBZjpd6ijCvmRP2o3cq9QqJaq5ISz0sqVONRxstVCudhEFnz7qEreuL87t2GxyFD7cGO+XIg5sQVwZyhM/6i51fe9GP+7fvXO0vYWNQjWiSiFtXFuh5Svrl68sXF5Apoe2nlhlIJ5V8HxBOtSLITub8heD+bmyoVPt8XNPOi998DnXmkgZ0VYVqirUsYpU11pPYgjRGjiOOUJqojFRLcCKWNehDs5a74GpUei8DJqMwH3IPoqdg8Ptrc1y2F9dv7z6gz/+frfTFpXHjzfqYFgixVLrosqRosLJ8e7Gs9sf//LR4ydqWpevvvb9V2512/vHP76/uR1IRKSKWpSRi0h5rVUEETMpYqlSkAG8D+CgnKSZtyVJiKE4PNrjYpI0m2mzfTLIP/roziE/cvs/GY6HBxMT7MJbf7Txg/cG3//u9xu3liurzkQiw0wqFxL/Xqb6/Zb8FnoLwwCsqlGqGCpSSj2MARCm2aKwGbtWRKbUZPQ9w4q1kY2QhSGyoqzKzKxymrAWpCaiZtNkZGsZAkE0p1h6gjcgmX5EEiIBK4zCiEIUIcYYatia0YC6qKZmOwFI4VNt+Cqjk9U2Vtp4soOtXTzcWynULWQ67+fHR/Rge3A0RDCnYpw1PiE732m/duu1T44H95+MB32cRGSKvkXzOq2sXLp21bTbBXMxrbYUhVSnAoJ8leynrz4iL25n6/nZNd0ZAakiKokQEZXgmk00Ro0aGzMThQUGVqUm1M4GECKgp/+TU2msBhFgTw2uKqIqzCWoJgtNuEpSaXCoXGxIsBGsjqqASZHXUlWqQKAGPINcGR2kLpmbInY6QtPRIpCCBVQjQqMlNibl3G/dP7r900cf/Hh75xmyRdz4/uWr3++21hqTWluUGBMVghgBsLiTncH2Z8WjD0d3fzpGB9/9s9VL680rV3vNJspylPj29DKrZ/eDrx/9/yj8a0hXv/eA/oGM1ef5YjrjzGn1n4ivMpK/x9H+MiXpq820P7xNgBkzZsyYMeXLbw+kX6hkohoJqioqYhSOmURiQBlCpaHmkBhWCkaij/BiPMXEZJYcQYFIqGjqtJJUSEhVYWFcZBvJgGoihhiDxJBXUqFSzKjmcQFEb4PJhFxqEy/wpso45KYCl8qFUCk0XfR4RaZqSEpSOLAV4xmKqsJooZvfutWdnNR7GyMWblpM9oaD/dH8fBMAKavAWhuixCDNbPHKZbz3o827n5zkJQajwZOn2ly2C+tLnUygQmRBv7F8yRckkG8AJQim93gCoKTT2k2kBCFUQIATOIhD8CGkIo1TCwQTABUCQMxErPK5vJ+pslixjK1EjWVeNw0WLAeRqXmJgAiqFJVSJSDVQKcOPgvyAo7wCgYFkQIK52C44nC42PKv37h0gCuf7Az/6cPBvY3Bci8mdWxz83AQj/Ki0UajAe/R6IR2j2SQf/bw4O5nRwHanU896iSJOtccWOGW2d7bbZjjRbPYa4QGKUedtl28ECcAdJYk9VVX7XoW3+nB9MWV0YvL9VNjiQEAA7USOUSNIYSoEy1zxEI5SAptQppWMguvEWVRjEejclLEGM/VYcJ0hAK4AI9RHR+PDz578ujB48r7661FXVxor67OPfoszVIfhk6DSJ1Xk/F86xpCHO9sPXx8b2Pr0Un/OPWdy5evvPHG6ydHGsMnIXJmLEFJRAQBFAlCQhQTI5mJXkurAnICH9QrpSqxqupJkQ/HaspyXOYn+TCniR8O1hfK195YyvPeJw8Heyd675PPRn1bj6mXfr99aw4gw0SG5Qsh/h1OgtN5qafq7+fTrl44uJ7FkaEg4uk1B4g0NRcqREWhqgQxUU2EFXUq4AgbExsSG2HEKzko66mvSKc2JUBAYkgNxalCqqgTRM+nVkSjIFESMCw0gaanz9/E0wlFKoBGQ2OEfoQjqKuMyTOTX19a/N6bbxwVz3b241/89V5v3i923LwtfU0PNgZCWOhhvokGtM1JPQmPNzZuP9k/OhonBldXsObRMz53jWND/e2NB6Iobdu3fJY6JSCBJiAB6lNV6Ju6Ik3Dos9/OB83VVESJRVEwzBOyAZwYBIPJJEypARiTQAjKCLVYhAYkad+UJzeMihGAdQZEIEjpOZYGymNghIXW65uUaw5NpmSQDpBWRKiQWBTMRtvYAAW5SpAYgxUQOoWR8dSs7QMEgtrtDLMRE5BQlGpYtaEZaUz/+03ul03PKrz8SDs74zMXDHXMd0FZ01Uigpxxhd1HWTcm0tv3LhSjTfzMg76+bOnw+56aK50bWKn1rSLrqs/nPX/v1mHwRlfG/qS72fM+Pp82Yz6bWbal2lfX/vAM2bMmDHj3ye/5ubxuUXi+SsKEkWMmhhr2dRlNZkgL0MeQ0oxJQJR6jKOZjiJg4giqtTRRGPtqT2Jla2YSKyqCqvsImytRhlMgARjmDkyK4xyagNDLCr1Rd1oI4WSUfUoMqoUtUdpuFAqhKAMhSVNIVbYRyBCGNF5Cpob7l9eT5cWlm/cfGXncb5xf+/O+3d++ldbfez/yaXvL3S6bAgsIE2ciRk1llttZCtrl197e3jv0517D7Ye3j2E00s3XHOBjQGAL6QLXgzXdD//eYyJvnaiDvDcMUSntdanrQIhILACARCGWFEOEgqONSt5mxgCgCiQqRCgChEy59aY05U6AaxqVR0bxADVlGJKwWrgC2tUhhICEAikGlRBBsSmDqIWRkSl9gxLQgoJKPIh5nllqfft9LLMLe7/+N7f/9OOGDCBKrx186TdMA2LhRaWOvAOdYz5hPafnPzN3z2+s4v2HFZX2u++du1bb1w7rOhXDzd/9dHH/3wb20tIyv7i969z4hHjmevjud3nwnDQxR9fCKjqFzve6Ev6N18YgLNNQb04JkTGWm+9NUkIECHJMk1dQAQpIDaEVImjHB0ezS0vBsS8Kgbjqtv0btp1mQHJEfsojjA+ebpx8It/efhgs9dafffyNV1d7Vy51O01rTdsKUGtVsRIBLQcD29/8slHt+8829iB2Ju3Xr15/WajkRnL1vtG0/s08dYYiqrCxvTme735tt+OlgrH0QEUgMBWvJVUJ6QTQg0VNZYsuJTqaDREGtuLS996d+H//sG3e2l259ODn/zz5v/740d3PvjU+6W1lbm5ziuXLy0xztpWvphOq8/Pi8+F+kvn+kV+Y5YAXfgzpApEJgGiSJQwHTBvTNOwAG1Vz9aChAASUGASb06rj/N0dOV0EkzP20AE5giIBSs8qUmJPGAUfJYj542lyKGOIjAMKDQSgxhsiKdGx4mWo4COAXkYG5p+uNDo/G/vXh7Fxv/6+Wd//dMBPFpN9BhX5yAWa2to97DcQddwA0Zq++mDjR//cmc74uo1vH7t0jsr69faC4e5/OSTu3/18yc/qfC//zdcW2+3aiRsmEzUL5prvwErKJ0d9SUHOnUXkQIwcKk1Fqo1k5jpbUCNqhd1TF5NKYYAiILYgM1UYDsdxrNBnb4oCOBIRlQjE1vjo+jUOyUcai04QdZtw7tgGEbJqZIISgkaoybkrWmqZJCa0SDxRnlqhASIjbHOqKht0a23Vm+uXhk8Sx5/mr9/58FHT+88+V876wO88epqliV1PSHU3llnczTo0jVe7y29dmXtW+++/vD+4S8+/PntjyaSjdsrt9Zai9MZKQp6IS5/EM6BmXT1H5GZu2rG749vaHZ9E9rXjBkzZsz4T4FOiyCdL9HPbgVnygYUYOcSyyWJGoO02fatZrTjWiDEKi7J5mKjcTzI+7GKIXh4L5bhRR0AQk0AYEkN4ME+KouCSZ0PzBVxIurqqJEaQW1VhrKwMTZVU556KGLpqVIEllK1UCqFpjYZIjUSTGBbsWUbBQWjYFvYhvHO26Zeatm5+SXH8cEnGBxjc7Pe2N7srmXeWuYQtVKNNmHqWGNcc661cml5ff3GePSTpx8+3mwcjQdVWbN3sGynKxBmFvl838BvLEvwC0xXP+fqFRExE5FhgjUAIwJqCsFQlaADz0Vq4ukCmyyBmJSmFYlwujTHVMEBmJjBhhOoBQzYezRcLTZEO62JpiBlhmEwQOZMkCOCUghSs3CDG2rVSDAKCOoSIcaoA6V8cS57M23tzqWZkAAAIABJREFU7PPxLg4HCAJvcfOK6yStajBiWy910E4oSq9/0n72aPT0CfoBl17BrTfda6/xlUv5WtVx5dLT9+37DwIm2HnNbJ4E9ELHmGmBIn2xms8FreT0X3qhMaBOv55LVWdyxUuzA89X0p/zdgGQqamEiVPfNiYtoyuVKqoD5aAT4CTVUYaQMBvnmt32/OpCo9uOzOd5XEQFTAEp42Cwtzd4cP/k3t3+Vr/55qsL19/pvfVmu+NhY/RkGlnTc5pRkhkT66Pd7WePHj+5d/fp7na+vHj1B9957/VX3mhxkWaNJEuLcmKqylgYK9ZaThNrCFoTBeZCpI6BmkkbvsXhpIvE53A5tWyW+GSu1/WxNI7hLFqt7trlV9+c/6O3bUaTm61ej1qffbK7sTXc3p083jjZ2euvrSy7U3HiVLo6bzSoZ3L459Qr+l2fZL/cFKCCQAiiERDnrDGAgLWJ2FAGuGVMCqpEhwKwBfPUQEdKqhpVMe0tqCCCgUbRoKinnwPiSDOC5zCZnlYABGddFSkyRQlVDCCLaao0eWZiGEOkxjAzQo26itaQM0M09i858903soNRr4iD4xJC6BqsdhEZtUOng3YCDgWHug52Y6/a3ENyCa+93v3h26uvdFqLLrlSze0fDv9i+GTrEHuH2No77F1qihOlGqREpCqn+vSFWfs1mcrlZzrM86arUJ4q6wpEQVlWoa6hwobVUEmxNsYwh0CkxCZh9pCxU2gdQogKq8QKx5RCBRCBQI2qOOLUcMYwpqppUBkOWglbow3VkhFEUNRlrTEqpnXXRFQBUgoiotFYVQqnMpIyKU3LdTGgEsvJxJiGyxhJ7jK70mr15q6altk63jh+NhwfosopCIkSogpVQoFtzLrGN8J8r7t+ZX1xcW7v5NmTnz+88zEuvXq0cHkl65AiAkTTvYIvNw/+52MmXc2YMeObZqZPzZgxY8aML/CyjB9VKJOypWkmjjNsLMjaNM0S6zmq5UypUXNZN3tVmpfOOms9Ga+OkSplqoFoQkQiTlAziUDAZBgkxKgNF8wCbkQylaQiKWOU2Ial1MAZG7WOgmg1kigrShVCVAIYRKwKghG4iryizJJQYuzNhK2tYwzaj66ftOeWV9K11ZXtJ7uxwmRShFBB1VINHQsVEXVwZLpNm1aJw/La8vrSMvRx7NtqhKKsbOb0pVG6sJ1+lnH5TacLnh3zTIFRa41zxrAACPWpXmC4YETQADpknZCep/tNG0sKTdOpeNr77bRID01rhquDMMAQC/GpugTEMm0Yx0JGYQECwxpmgiiUESmSgaVo4jiEsYIDUAuUwdZXWuZ1bfjhSjP8zx9m715/uz8qFWx9kmWt/Cjeu/1o93C/bdNW0vF2VcPlYkyTyaPosHQJr7yNLHtUF08X3Vvfai983F19328YwkQXt4bwmSZN9qeZOfiilYcAnDVnfElI9Vx51Au/8rlj6LmZ5GLaIPFZoh8q5toaWOMS16ooLUqpQkFcgYaQvpYDG6rE+m5jaWltbW55vtHJXHq6uBPUwNhgDArjcf30ycnt2/sbW3HkWefs+q3V1eX0+MnjajBKrQ+aONgUaWrM0cHW7u7maJQ/frx/eBC//+23X7n12sLCfFYcp1linT05PAqdoWGjqol1Nm1JGYvxuK4Cm5oZIYCNAxhBW+STitumtTK/2O1kC3NdHyZZ4lrtNi+stBYvNXrziQ+gnSQZX2pV1xa8hZ4M6mGuJ4MqL6L3fF53fqpbXfz6O/PS1f5L9MXp6KuSimp0zhhDIoDCcIPRggaoFQkAhPPIiIRa8wjHjpVqpWknPiOqIDsVZpmDaFSIChGcasrwPG1DSFPZS8Eoq8JTlXhOvCEFKSRyrJWEyERIHmVijCYepIiVkWCZC8RtcHFluft//GnjBz/69lFR1TF0TMJFuPvk6MHusbV15shBDGIlrj9xRcTaEq5fT5aWTzI+Aloery80mutLGHrUEQ+f9OdtvrDWhVGgBhkiM1WnvzycXxE6933iXNA98xFNh5qJ4mllpxhFqjwHYNhIlBJhhLJpvaJWrREjopKwJSQKjkElAA5kVT3UA6VIRQomZxipcxxVg4LKQMOCICawSQwViKWHSsRw0q9jZbhppq5PVT1PydU6ygRUAgACk5JGkjhNM41R66q0ntSEkvtIQq9dd9Tfyuevrix99tmWKf1kQONxtGw8pawBUk2qAzWVpDbx7cyYpUvrVy4tt7OHxQT5yIfgRJVI6DRb++tG/z8WM+lqxowZM2bMmDFjxjfIb6j884LDl4SNOC/gWrQU1EWJ0WhYj4tuIC+c+KZQdjDe3xvXEBifJN4ZECsrOYEHR0INElCt5AWpUgUSUiB4rdRAmYQtG5+SqYhMp+nm2o3Mw5igVEeSQATAwpIaS4bJnu7wT/PW2Ai4jgBrlrJzxiliwGQSNFaGkXj0Ws1eq5f5XW/hTcZqWNkSGQMhqVBVVEWqbAiOiGLWbaRryy1yWTWqRZTodK/+YiGk51EjPaso8+VF3H9XPtfqjoisM84xGxVBOQEDqe8YlIYiKIDqEAsFiGGNWgZBoBEgJol6rsic218oKkBWCWwciTHKU2FLFUKIRIEoEoyFcTxtYq8MYaOGVMpQ5FWcRN+oLHJFIBBbdoaT3JoiTXa7re5qm0Qd1CtlPp17+qR4dDsWYxR5dLbFyELZtLTMBOsxt4RWd+io9gToSVs6q43uzcvDYSqDgsbRiUMEAIiKKORsYL5Qro2+oh+OpmP43Cf0QkUfPpOxztbtABRUp6np9pqNhnOGUucdWRZlREAQY13HSVHVES5ruzQ9TdIjITADETGgMDLBaLK3c/LpJ08/+vjxZ493B20zt3Hn/Q+P4rPJZHf/cOdA6zjsD7aebd9+/3avcTTfPTrcefLx+598evfJaJytbOw+eHgfwyfF9sPbt7eqsgDxaDC6d/fh32bP2gdLf7SYzLcX2mmL5NiQOGdEtc5zZ0qIxLKGcKPRml9YXFhKup1GWmGx3W76fmBnbVOoWcRJo5UgjcQj6wpnNR8XB/v94+PxpIwtdUxgfGmYLwp/v2kUgNNyU8CZF/Q3Xq2mw87ExnCSWEVdVRBFCGRM5lwBLQWVkIkUA6FSVHEolLFNyASlGiARFnU81SZPZ4Kcp+sSMQSkID6dbNN3qAqglpH5xBIqAcHFOLUzBtQndcxCqEKNuR467RVvDUihY/jR3DI3lqw4iWogmQ2N0QkVk+rh5t5oArvue91O4s1JVVdihOE9krRSbNVaQDPIQuYaSwvpvimyDCBMJvV4NG7Mt4giTn1k51fy3694ciEkwqQ+9VkKZ22okVdFhRABEyeoc6/BhmiCWAFHNBPXSBwTQQ3BA5aoBglDma1NvU91UpX9IaIE1Zo4OkOpJ8NqVVjEOrS6WdrwTGCFgRGQKp9uvZy65yIIoJqoZhhWgRLYG2Nshoiq1lH0IzFlVTciddutuU7DsYGtk5BzrJz3zcSbVoPVjEoMC4wmpl9Tn+0i2XnvTa+dhUbVaCyqGCDQWeg/7879hjj3ir40/fnfkJl0NWPGjBkzZsyYMeMb5LdYxhAiqAZX7CoxRaTSOaRszFjNCZxLykDjk2p/XFdq4JBYb5kMQab1kUEQNsYo1TABPFK21pfOCwm4bkieakHRJ7E0WsW8HINra2rSQeI6SWIEZc0Mtqzk2BlKoAkjJSAKQM5YG+uJRGttq+kTG+tQl0AZCDVZhvPibMharmck0QBHPk5ISovMRxGJltgTAtuoThjBQVJvm9akBGtsah00iJ47DIDTQs4vBPTMcKVf123yIuepcGcFxBUk7ImLiqnsddPmqIglylGvTEd1rGw0k8D9sh4U0AzdtmtmNobSOCESJT2vcIULsoCSRhWlCBbDBDaGrWEQI0isEUsKwYohFVO71DRaKEocHhXFlTmxPgIj4a3x6Cig8iAPw5T4rk+6FHONgiRPmtBJUddEOlcP5eiw2tg/erYPN183m36uae0ggDRJkabTT1ubabm0UsC+3ek22oc5ctEgMci0RvtUPaBTUem8ssz5iv1LqyPQ5xRGvRDp8xpN+uKyX8+VMToLYZK5bi9bWmwvdH1Vj/O9nclhL04SZUtjN6izk9IOqtDodNbXlhc6WcNGj4rhBCZAJghak63t1tbxRx8/+OCjT3b2j3Bc/OQv/+L+3x6u606HTV34/cNsdzzeORkenmx9crvqtvY5ToYnk82toxNg+Dd/efvJr1pyHA63xyM/kTXnVuu8+Mcf//PDO0f1vUud//HDTmuh0+g2/TgW+dHeTrnanBS5MzlCPCnqfi0TMkiS3kJ3ealr+mhb7jKNqkrG46JoTdg10hTNZGzjMIwFZSzGo/5xXVWnFe6fz/8vmca/rReRvmpJrLMDk4K8d8Qxa5i5OYQah4cnR0dJs1U0U6q1vT8odk/iRGBSNNomaxjVqBoFVVARGGJSYZCdJg9OS5EBCgSlGhTBp+WensuXqoBYosQ6RMAiy7pFSYNRvTifKoW8yvO6LALIotXqODu1BHmRQszYuljm4yZ7ig2UC2Xo5v1B/wiuAUvca7e9wWBwXNaTaQk5CAcJ4jHNM00a893uvB1uSUTqvUaRyAQzTYg9Fdunpbu+Vtk9PZPwXvjoOD/NppmCJKAA1C4x7V66hQEbMR75eFIXkUrDIXBZUV6giiSBCUmCbrfZSF0kKAyUowAGiggos1jPYgNSRynqiuKIaGQNExVWJwiVhBhcC+1u0mhYa9kQ8/NKZOepjafaDiEYCoYiR3GmadEUgWgIWkUpAwUNojEApTXBm5gZJGK4YispqihiKyZKSHVOUEcNQWPLwDprrJEoMURg2jHgpRscvy/+XalXM+lqxowZM2bMmDFjxtfh4nOtAnpa8ftLmT70m7MfRVHDBteilWsLC8VhfnBS7k5cu8GukRP3DyeHw5Ez3G435xsNb4yx08d3gQrBsmSEWnTEREFgfdVqOQPUIx4duHrQdO1GKNLB4eDp5mfDPJ9fhk/HZE7IplFqISfEAIQ5YR+irSoSARFEWCRASyvRloYCymI46u8bN2ksLppGmtmWnXgdd3XSjCWLwBnvOUPwkyEGJ+PJ8KSR2lar6XsN2yRXuCQ0UvhY5LEetbJmmhkgThdESmAVwPwbJYAoQYkEJqSJNFvU67bn86rMzYNPq6UbdmlxsdL5nQEd5DKqkTTQSNQ7iERVKFhhgoDUMBkiVcipNQGBKYBqiIJiKVJFCRFeQKTKEk0ILiRGKKFmK2k1x3mOne1icD2VxW6Jeiitp/3N7RHEot3FymLXUdY/quqQjcu8ksPLV5eghhisdmP35M7G+OkYuyWuOszP8ZVlLsJAaD9rYEA43EX/EKuXmyJWaK40zRMcnFT73Ijt1Ji6pgmZpKEAMYFYp+aGs7rIL5pNXjJWF2uykz430536585qZJ2//eI/fJowyGDL1vrE9XrpQtceT/rFzqN8d1GKm5Xrlf10s+93J75fF73UvHJj9bUriy0u62H/qF8cHOVDzV3bvLm62jLOpXPLa5fe+aO3Ov3JftnuT4yZ7FUxPy6lmGAw7tYgAKOCxpPobew1m9evr/c6cnBUF64ejw6kPvJ1KMuQ1yNYgQoGBS00jZ+rNU0Sv7CwMN8djY8Ptx5/Vt5aKmtBXm8Pik+29jfzSZksU5a2u71er0exWmw3e460GiX5YT1Jx9LqViEPfEjuqK4ndTG/yKsLrWbDGIpfcLp9ydwF9KWmRLoQ4t8SOlV0CQATEWmMRavlVpZxNMbJ0cnWJreWZOVST0xylA9HNWpF1sTcXMMZgjDUGuNFawJP86OhUCKIUQVxUArKgalUDSHEIBBFlOkUomnDBBY006TbRl1hUsjhsWSwVachJffH1UlRTARq4VM4QxpbRdU6igeHRwfNJloJEgsTSCq3u1/fe3Cwt4/1a8gSmzh2DMSRM0W3CarRP7LlXE98LsbVavJQ5UUxGSGWaGdzC12belWxCiZiKJ/mrOFcw/mdonxmpwLxNNP2/DCECwXISYEAqpSYbJm12TfJpUBNg81c5tN2s2dz19/tnxyXZRxTirnVbqPdIqp4uhugNO0KctpHlURt1ERbS52ksz/ux3ybaandaGRm0j7cqXZ3T8RxqyfORqbIbM5E5VPFDlBiK+qisKiISqgLROusjRMUVSzLMBz3yea9BZdQ1zKnYc5qmpdlVY0hyBy3vLeRYkn9SdiqhoWMskXXWrpibZuk0DhXVnY0KWopgwKUO6tMrHpWbPB5+P8gmElXM2bMmDFjxowZM74On89vu5AV+GvSqRSAYUciSiYadT1//Z3r+wFPdo82PhlfnXtbsqaYzv7e5Hh4nDbDUidbW2snidMYnTUUwSKMBJwaiowSFNlUjRZWL3WPDibjQb3xoJxbWGlcXotl3N892dx5VgFLl83CasauiBqnqR1CBOJAZIkVHIJAYAiexWDSSmMna+X7cff+9s7jjd3t/d6CefV7166+9spitpQfFvlAd7fyfl5z0/UW5i6vXUm4OToabj8aP/r0WdNmb7366o23Ls1nrXwwjH0zHEzycR8OrjuyWW2tpVMXxvPIfO6739eut07Xx3hu8yAhrckUcz0338vmxgtHZbx/P6zYxo35lTIu3NkpnvXL2mG+g0bqLJOxzjhnTCKSSoQKE4ipZhY+rTUdGVFJAFEisR42ZT51NUUN0aCi0kphknRhqdU+Ot4d6e42To4Wqs6NelJsHFbbJyiBTgOLPbs+3+0Yv729/2RzcufxoAK+94Pk+o21VtOEKtsanzzNR8cWyQoa82imozYpbNFsDuZ7mBTIj7H1pH1l7tVOb+6oaO+XdGd/89lRvNTCfLta7TXmUiUtIztio3TuiLs4lS8WsTr/7sw28vwlvbD8vmhd4Au5PnRe5Wd6thADyuDE+EbaKNrtxspic3BY6/DJaHMe5Q2eW9jtp7eflZsjWzKSNF+aq68soKWj7SdP/vEnt3/6y4cnxNfefh3/tfntKyvXX3+32Vv87n/9871xdTBujgvbwWZbHp3s7f7sZ3f+/mdb+Si7+sqbb7x98/VXO69cSxa6mScrMY3icxn0J9sNGVXHBx98vPv+3fGvHgkcv/ven/y3//LK//mD9etLNDjav/7qteWH+w/2N/o7T6vRu3nVPaoaD474wVF9WIlf8Mtra2trVztz3jCuXlm5vPhAJzvm5LYM4mRyfQ/lzn7+6DDfz2ub2ivrvVvXe2srPvO1QWDYaW01PTPjfLH02K+7ypx989y99ZXX+s/tRFQLJsZwK7OLPV9WVX6igwPU7TmltcMTfzgmsXApOh20m0oqiE1wyg7eaJAgomysCquSQIhYoaDIZmosYrYNYxJFCQWTgTDBgJRtWJ7zb9xa+fDJ7oN7W0aXFlo3RuOF+jjf2sv7RaUeaQuJP25nGefNvV35cGPwYIBLV/Hum9d91kxjcjjpfLxz9HSIoYAc5ueSltcGy8q8W19L+pOJDenBM3/S7i2nSfB2GOY3jvrPto9GfaQGvWZzca6duUoRoAyc29Zert5+yTjoF148+4+mF5+X5OTq2QlEpEAUjTXy9kqaLlrXMTYkh7frPG123rg2GZSPHz97st8vWzLXQ2dtIRhAlMlCDJOPahEKsswkZERMmXXT1ctz28/mTDGZPDV1r9m+erXM7cajz57t9d1ca+5q6HVSx9GQMvG08BarMokxYDZKLqhVqkCGmJhMYn1V+IPtyb17T+9/9nD10sKf/Nn31hqLbZsQcVnq5u7eSX6kBlkm7cw0jRv0w/7m6KNP7m/u7/7gz773J//9+5aOVQdlv/nk0e7h8DAYtHtYXLBZSioEZgXk1BL6+an6n5iZdDVjxowZM2bMmDHjm+Vz5pSXIgBUDDQL6qJx1AJ37cLKUh27D26Pw3j39TffqlG+/+mnJ4Pdlau+t6Tzl7xSqMsYxxFlRB0UWdru+E7TUEkmumaarjXefoerifvsweHdj7cNdycnC+N8/PHHn+zuHaxdxaWblzpLXfZVjIHABsbAqAZSBYQNAbGuQYKEJ6mZJCY2bEfIIDdHT+tf/RRpFr21KTf3J0MMqsH+5M7HD47K8fVv3br8Wq/dzRLvo2lxke7cK/KDojEY9TjRgyQ/mBw83d7bPtg+2F26gcWbNulIkjQY562ppg6BC+LHFwOnyvTNLFTOJJOz8To9alQqGg1z9crCQTnafrA3mMjDLtrpZDjZ+fD+wcNn280ebty0C71emvjEGwbVlc3zUJRCZAwjSepWE0ysCiaGMmAUNsLCNVzSTD1IMRmjrksQRKWsJ84l164tH05076NnW4/lo38ZpP2Y1cmvnuw+fHq8soRXrrnVbtPVdTPJGkm2d9C/cx+lIhjzdLteXISa6rNno61xwT0sJ1hZhseJ5kOrk7X1xq3Bkj2pyoIf30+cmvlumIz3Dw7Htze2hjU6PayvNi6vNNpuSAgVrKHTVonT/EA9T2S6GD8iOq1ZNC1JJmeVjHBBKmElJrCSTAs3fTHrhy+mDpIBJeCMTePatZt/9O4h7pfPDrfvfzD4h+V6+MZrj+4+/OmHD7cG9dq11Vs3m01/2EsXLXi0t3P7F7d//g8P9zXdHXWuLu1fXVpZvnx9eW3tVh0n0Y2kXSNp0dMWHh/ubI+K+Is7R4kka+urP3zvB+/98Mabr/Q6DWcVjAxwSiPBoa1Pjre3qviTO08/qeLAdf3NV27+4I/f+957lxf4wD6l629ceeXBs0G1d7L79Bf/9AsfXnUYfPDxxl5uF1bW5leWbl27du3yq51Vi9SvXV2+caM1fLR78Ogv7zaevbn650ky/ujOh+9/+PRkVFy+duPV19Zv3Vq4daOXupLVG7Vn+gbODC8vqLq//kKDFzSS50E/c9P9ht+blupXlAJ4ny7NtdYXV8v8cGdjXA4OF8yyjfZndx++/+wgAjdu4tplLPVMi73W2aSiahSqWNWi3lOWGecMMTFH1UhEqqxCUKeSsLFEPtRljFBhUVYlUAVfriw03351eW90cvdZGcqTucbretA9epLfPxqOy2r9Cq6sI7O7KXdIaW9n8tnd6vYuHm9iNEmXey0HPir0V8+KfaC9juUrmJuzCRdeZXm++crN3skoHJ7Q7uPARTk5TBYX3GhUPNw6PBpgcR431tlpbrllnVdVkBKrxjBt+Yjn2bBf3MMQkJyeESQvXMzoSzNBL17Ynju5pp5HZWMoQipfXnl7tYzpxv29w9txE6Y7SY8HxfufHO4cH5r11qVbjKbL66rtGWImw7osx6LG+jLJaiSiBGfKrOUvXWoVr6z39/c2PjpoVfNmtLx/nH96b3dQ1o2l9uplu7LgM2d4usmhRGSZwFpYimAJiAESCULExhN7icapbxuz99nRh3+P8WvjN9c77bIxRn5yeLy5sfP0yc5xdfTmdxtvvHMtTWLDmZr97pPD++9vHfaxNh8edCaNNLLU+9ubzx73j8f7i5dx7dXs+tW5VtNXVOnzq83F2P17Sev7/TGTrmbMmDFjxowZM2Z8Hb4oorx0j/0lb1IYBUd2JQEd073SWi9cNTz5yb/c/tVPn65eeZJrMdKjZCH86M+vvPJWs7eivfmGlvH44Hiw199+fBDUXX/9tWxBk049104tU9LEO2+t17lsbu7/6l927t45XLv0ZJSfHO4duw7+7Dsrb3331sI6oj8EIik74xEgGhzUEypVqStWqKCq+hI7odaTwSFrd339Ujj2G3d+dnwY//Ev7v/d32yEcUllGeqylGL1xuJr31tbfS0V12+3Gi1uHiTJYrO98Wz48T99du/9XZP4UJR720d5jatv4s33lm98Z23xeo88mIlPi8a8GLYvT3f6+vVHzn9fRIlZFEwURVmjaNFoZtev9IZVevvuxu7B5O93Tn76Y/QLDEs0G/iT98w7t5bX2m6x3fFW93ZPHj/eefZsmE+wvOzW1ubn50ynlVhr6zrqVLtBVFIl5GU+GB6VBbIURtFwndQEB5OaYDpwryxNAu/sD3/ys5P/5+Gnn6zsJ+of7G1rBz96L3vjWmu1KxmXCJO2tUudxflOcm+z+Ot/2K3ixKViUxznaC7j1Xfw2iW6ucyLDRjWZqtcu5y8iaXxnfxXd3Yfbh7/7Cc7bFALfAPR49arePsNf2mRu37SoCIiCaBIRHo+CPq5dfbUskZnkoq+UNAKF765KER+cdheUMLOLIsOnIJb7OSdb73XyC5l/9/7xd9+9MHf//jJ+3+3fuXq0TDfG07S+aUf/Zf3/sv/+OM3b7UsAkDj/snj+0/v3nk85IXWyujZ5snxJKysdI24ptqmeFdxdGiZ1FOaD9T6GKQYjnVcjFzqV1bX5xbamQMToA7KMApDEG7ubXUSa0gUsYZOYs2J90kHoM7a8NXy1f8r+Fj/9G/+9pd3P7jz479ZG+THJ6P8yo3XfvDD7775xrfeeePm/PwKYNAsb7355v+UIvnpP/79z3/5k7+5e/eDX1XxeOfwUVGnV65+73vf/9N33/nOrZsLi/OpM2RO7UkXuFDa6qWi1fP8zC95/Tzov+kUIoBUwIaUyiAlc3plfRXaCpX7+IMHtz/E0fadOt754Ckwh+/8EN96037rVmMlMx3yWtuDo/zug6dbO+NmB+uXm0vLrd5co9n0/P+z96ZtclxXmth7zr0RkWtl1l6FfQcIkAQ3LWyppZGmp8c99tgef/H/8w/w+IOfxz0ztnumW261WhJFis1FXEAAxA4UUFtuEXHP8YcbkRm5VKFQBMFF8T5kITPyxt3vzTxvvOdcA1WoCKBMxgnFcdLr9Tu9bi/GIIWDAiqSAD1wp1bhM8fq1++3bt5+8P4fkhuf/upI49iT2/fvdJMTb+Anf4lLp7C2SLUq4o5bWllZ36h8fP/Lf3nfvf/Jp2yZraah7eqg0cLxz8hTAAAgAElEQVQbV2tvXplfmpeQB4a4Xkkvnm+L1t//l62P/nT3vd/fqzZhQvQSmBBzCzh1GpcvLC+1OLQxkRFVzUg/ygiUEYu+j0h0L9XV6KUPCj7mdahgCPmoc2RSCYgi5yQlqbYr5145WuF298vOJ/909+573X9YuLblNp/sdBoX8MpP1i79+PiJ8/PGDJw4F+P99z758IN79Wb94qWV1XXbaIdRJQL6HNkjpyomnn9/a+M3f7/1zq9/u7D8L7vpYKMrrRN44+Uzp87PryzBMgB/4CypGihUFeKI0lg6iabC6PZ346QPbaaxCzWdq0Tr88vn1jo7d/j/+N9+PRdp3L27E+ujLvopTl3Gz35+6tKlo62W4TBtzTcX5hdatcXuZu+j39z69J17oXY43erE6Crm1/Hm26cvXF5aWW2GISWOFGSYnTiMrYbvP0rqqkSJEiVKlChRosRzR1HoIDNtTO/ywMyJCozTBi2fmo8w6Nzbrhp9chd3bt+EBSrAz7Fyon7uyrwxqWivXp1/or27d+69995DJzBRNJ/W2iZcmKuJxNZwtRa8cnn9s09v/uG32/Hj5MbtL5AChLVzOHdhcfVERcNtYhYBIRQwsRoRq86qwJi5eqMSoZdCjQ6c9lOOqV8Jo4W19jk5Gm+/9cE7t/7p/dudGwAAB6TABVw+bS78sNFe11Q2g8pOPWwfXa/RWxdb5st3//n+rY83MMh7ooakjtOvHz/3+ooG2o1jUSEmdc+gpNIDB5qeielYTQr1HihOUqXUhm51KRoklQtrjS8/6T3axpMueoAN8aM3cOV085WT9eVaXCOn1Ozs7ly7tvPRx+h08dJLycJCQhQyB86BOQASQSpIQaTo9+NBmj4OLaohWlXMBQuRJNb1Qu6GlUG1pudPth49PvKnP22+9wEe3t8ggA3OLOD8ieDMUbO+QNUwhsTNoHr17NJu0nmwfe3TW1tfPAIDJkIQ4GyES6v48aX59YprRxEQIJB2Sy4vrt3vbbzz4fXdTVzfQB9gYH4el9/EX749/8aVxdV6J5CtgGLDkUMug9uDQvTOgDRxRONU7DcMKZAxn9Bpk3PoDweBMkWwTQ5MpVG53D69cxdfvvflZ4P+zt3N392/t0kUrh35xV+88bO//uXbr19ermwCO4ARG1TnmovzC41o4djywuJ8G9b2nNQMGQFIrCUYMtwD+lHgQqtzzeqSa1frFWVlG7CpsAXUZTowH3DfSTMM1+YXl1vzzRa7hYV6ez6q1RU8QBLV5s+ea87XT1z/eOP3v3r/iy9vPnjw5UATqBw/e+rtH7/0Fz94Y3llLgiNuphcfeXIuZ8uNivtYDfd/M//90f/769+j0RgsXpSr7529V/9/KdH1i6uLCtT35BlE0w6pe3LW6G49UzLgA7s4QbAB1P360Ihqn1ju5VK/+SJxZ3dwZH1zx9v4+PPcG2ALeDSUSyvBOdOrpxbq87ppnWDnnR2u9uff9G5fgOLS4gqnUaD51qB+vDrpIBjUoUDEmgX2mHj2MIEsBHZAEypakIak4mPrDYvnlq4efvRF5/L3Vu4Fd8SIAFea+Lls4vnjmk7ipMeYOzykcU3G2cfJvNf3H/voz+5HecUCGvpwhpeuoA3X14+uYomdwLLUFOt0lotCMOlzg4++PjWF7fQE3SBGHjpNH50Aa+/NnfsSHOhqpXQEVIRB7IiEAXzRFDD4qzex4lzaiAnxmh0doSwwnjuWIxjS8SiA6darwd1RMHJcOfM+t3f3r12o4NbHRDQgoQ4dq750pVj7ZV6Z/uhTSVJ6f79x+++i6XlTmv+YX2uGdZaQWjUqEaDufUoCBoffWJii8En2LneQwDMAedx9AytH4saNWXysjFWsCogCmIiw8aZcEABWFGpQaUfDzoBBwTYUK++enapeeK//d3H7//zbewADqgAEdBA5QjWrtSrR2IY7CT9wPKlq2fjQfTJB/fffeeTJ5/30AdioALM4fhZe+Gls2cuLgpvpZqClEEqyiOl5h6d+b1DSV2VKFGiRIkSJUqUeL7wkdp1HzsxMywVTh0YysohEbnl4+GlV9s7W6t3Lg12kqAb2EE1Xj3fWD/RqtQSJmWROEnqzfby2tH14zuibnG51ZyvVutGmITFSU+stpabr7555FHXPXhSFQ0qkVajJxdeqr36xrGolXZdosKGItJAhS2zJcPOiSQmxPGza6/+cNVV5fTVY5VmpEwUiUPalSfUCs9eXQqrQTqnX77UCYMFpmCgT+aPyJW3V5bOJBTuctJL9GEi8fEzjYVmvVoz1fno+s3uoy01YZUiR9Wtl36w0jhaSeyusSESIpBKzkXRWC/thed66lNWjqgYZiV24sikNRsvNeQXbx5ZbZjP7uxui5XQVeuDiyeCKycqpxYlQIK4m7pGrdY+ceIY8e1BrEeOVJrNKAgMwNYEqRMfUVgYBCfSbTTDV15Zai7dDas4e3K1Yeuhc0YGoB3AkOXldvPMcfPLn7XWjmx1Y1aKqmHv9DG8es6eWEmbUcxsgBrqleWQrl4MNwfztaXqlU4lQRiGO9Xg7rEVXF3DhXlqhxX0CKlBmKDaCe2Ts+crP/mL4yeOxY8fdsk5mG5Qw8mL/Pr5xfU5zFlXS9XCpEKG/GFiOjxNrMCZZP9QwVL3UauokCB/qYBQ7n3mO1yhtCfxQgoGqo4hzAHXEAYvnb38H/5tenxleTPtbbC7T86srf/wX/+bV155eak2VyEnKkxm6fiZf/M//ruTl7YTqh0/f/biK6cbzZqD9tO0CjCxtRB2IrFJklq18dprb7jw4may3l45evHy+WqtAjCIQZQH5DKAgTOoLVx56ep/wMnlq3G3dfq1Ny8sLczHQAV1RohQ23O9N159I/lf8Whz+/FgsC1p1Ki++eYbr718fG3Z1BrkVJRDCuYRmErEZy9c/sVfdZtLb3xx0yl2o6i72F55/dW3z544trzYbtScipCNAPtMvrFDec+0zmcklzsIr5LdwQCJODLMhoC+rXTYhutHzC//9ZmT5x/fexxf6TtXl8XjlcvnmycW61UXR2xBamzfhIOTp9BeRBBiebnSateiiIkcvMCIFVASxyYxdntllX78o/WFJ4/Xj1aOrNbrlX5ApOLVmLGV7bMna5s7K+25zqNNs71rUnHNuc2rr5lj82apZgJnHAIEgQnTBqUvX15x9vWzNze2u32HgYk6S0vpD3+wdGFV22GvhtRwBApZUbVxs9E9edL8xU9W549sdFOKJXGKk8fxw7eaF8+utitatc5QYojVInWiinExnO7R5YdCTn8RwBADZSWHgDQUIWZSkTjuWZX2QuPlN9bD/muffdnfcMFOsEvznaVT8fIqG+70d1Ny4lJhE50+c+YvfnKjWmuurNSiSEMbBabGBuA4qMIZPfn6ys/DleufPBz0BrY+qC50Tl2pnL4YNdsSBFYU4k+7BEGJiYhsGNU0dEsnq2//1dHH3Uenrq6urrSjgCypCZy17siZdrMVKYfNVrO/1alWtGN3dqItbeHSD+ej1bRXeZTAGFSiartVC8+/vjq30Jhrh/fObdge2VQkirUdn7m6trDcEHZiKXGJklDmpIz8LNfn0e3fBZTUVYkSJUqUKFGiRInnhf3oqhmpSQUpgRwciBBa28DaheqPa+eSpFZtr+8q3dndsC1dWY0lfcjGqGoqSXNh8fJrS0urK0nSW1xtUk366KRwZGQARKGL+zur5xr//dG3O4NWGNXnWpXu9g3gXmPeUCVN+qzOMiJCACWIkLHKMtAkqqaLpxpv167aOdNab6Rm4OxAbR8c9+JO0IzbjYXG0trKlQUXNFNXS1IjppPaB3Or3RSP4+5OYGzCg266FVlXWa4de2W+fWr+cjfa7HCl0UYgA33UXhHb2Nnp79RojinUPG73bN/A5zc8e0FUiIiJFaxkU9HIqrhto70r52sXTp26uSGDYJ4iJdpuRdvL1d0gSEDAIE0lnmvWLr905vz5o0BMHAN9a0RVkzQVp8QCAMSpCpveylr1reb6md2qCexCe64WcCD90EZAHxgAO4bio2tSm1v7wY+PxdRM1Qa60QoeL8z162HPsgqF7AbQHuo4auO3w/qFq2sDWoZthbbH7k6dbqw0nrRZIZQOhNgYNr3NDWe13Z5/87X26y+3NLaBGsVuL77fWg7bywHLZuBSyyFSIQQGJFCl4pSecYTdSGeyN0k7fF0IUTZ7VD35JQgEziFUgsZESTq3duwnv1x+9Ydv9TjZDnHX9bcD21hZX261mhYB5hkWkOPnrlTnzr7yFpjDWqNebVdq7TDwtXMCRkikQMBN2NUQ7Z/+/PTltxq7bpErjVojqFcQGGS+jwTAKAJCFeEi5qvHG7X/4Xzt7AZ2ooWVddQjGCBEFYigA47Cyy9fXT92otqs7aTJRrczt9BamG+zpGHgohADkX6stciAWiBXrR95/c2fn7/S2tqti+zWKkk1qNaCVrO2XKuA2YDqoAB77yZT/psz+3M2DkZeEZRAftAt1BArcR+62WzRlVfnj52Z76ZhpbUY28FO/267lqzOBRVNECsathraFVdrLbaDoDpIBsYklSqIUxFhIlVRCKBEShTbYPfI0cZPF4+eHyzZoH90ycxVnUmsOKtEqrG1br5lrl5uX7p0zHFzs6vdwaBe3WzVnrSj1DrDqKZqTWAEu2Tj40dq60eP/yw9s7XbVaRB2AujrfZcpxntGjcwRMSBEwBC0gMGJ05Ulo6e+0Hn/G6swoA+qEWba0vNRoUk7rIAhsBkTeAGThzYsMqQmZ05OIcnU4runAr1jsYAEVmXxlANWVPp2YCOX2kvrbbObfHj1CRRauZiDe/XWz1LLu33CcpK/UH/1Onjx46fZrYm2AE/qVRqgQmdDhRpYlLU9ewbK8fOLL21QxAEUV+Dh2LvtualWuM0ZXFCzBCCJ3TFGWODStSzydKZxi9O/+DR9oPqPC+sN9TFkqRMZCqgaloPgvN2Yf30fEhhEJot2Xysj8x8v74CW+0PpJsirEWV1PaJNqsrshrywvopDM6HaRSIlTDt213U+rW2pcClKgJVFVKv9dyz97+vKKmrEiVKlChRokSJEofDdOwSLTwDpn0sxNykFEBVVEWJ2ZH2OKY5WXipZkzNoVfnoI1WTAlTwhqJA0BEmnJPg6S5FhAbDpyjlEGxSEoQi5QSjRwWuU5plQaiMZG02k6l0tMO9Z2KJSVSa3wYE4VzxiFE1Tjp2Gbl2Gozdn3lnUoYxs4MHISgIcQkmj6urNQWVkLFwCkphYm6VK1aUVXDVVKbpEYJCQ3YqlkJ5tdrTa0su5CDgANK3bzTbacBqKbCxKwua5hMuQF+/bwVURaBXPO41czMImnA/eZcDLfTagXt1VYfPacCTa1qqIA4eHJHesa4SqRRmIASIn9uI5xLmIwq1HmfH0NMwMDarZaVWoOZ2ZoBg4icwBhUBCTStyadb6E1z2okxraAQ6TWEYmzRqE0cCqQkHpAz1biY0d43ZIwp7LDcEYGoVQDSZEyYMl6HRmLhHBxI+xUVkJDJqSKUSKIaFNo4GQX6qxapUBAioDVu/kJxo+2G2qvJlz+aC/2KoviTj4Gv/+3EP5Ks0EAcskVCORARIGphKQMA0QGq2jykSawQnIM0gEScBUIAIZRNBUuqOr6ieA4MwAIUigyx7/AGPHFWBigCQSoqo2ClYXWCtgBsUNkPDlHIJPHpq8CFlxBrQUJ6u3KG0fQBRxggQAQgMFAFSGWTh5fOn0MlqAuhhoygjSNB4aZgYAN7LDdjUbjZL0NQSPWkOBCchZMMOqIFGSgqGT9N4MwzDsv7/mZHpj74GAGvz/dTggKDUBVVRKNyUitaaJGML8cClSw6Th2IKuoc2wEMCESJyzVGocKxcCGwoaJRRWigAMRe+ZB1EEd2U6t6Y63olVjCYFF30iqVBG2ioSgRBqEvLrCgl3BYJ0DIRioccYSWzKilq2FSQlJrWaq1YFSTxDQmlEoYUBIDaUEgYkMW1EDYlIhSaKQyaRVTufnKw5WCYyIUTVISRKwMiCCWJ0XexJDVfIJO73JPwc6hbIjDwjEDhASRUpQJiKwI3CEWPod2qKqbR2vVsgk8BK9GjHgHIEMG0DC0IaBJQoAMAegBpHJ6k+aSqpGonanOV+zVIMosYIr/bip1HOioqRqSE22xFWJSBWpg20YdQPDvLbcBqdpmjAAooG61CTArlT70VpQX68ZONE0JNu2C6ntOtN1SEUrhgNR6SU7A9fVGgchV5YDq2JVjVplrXq3UtONIcqiollw/Jl6wufT999elNRViRIlSpQoUaJEieeC6V/NhLF4HGOJaeQhRwCRUApxEAoVGBClgH9q7h23hLjmw8QoycDtKIgiUlJRp0pEpMQCm6j0CBxCjAO2FDsAHDT1JRLpgFWZyWasjQiBHGzCRkOA+oQuacqkDJIkMLCWOHHGGYKFsCTaCdBlJVFWsqpC6gAyaBOzt05TYhgSVaKUeEfRUUsOxEIgJbjQBIBVUR+teWaHvgDeKmcoAIXkTp5ERlQEsamkKt0YfeLNUCsAE7wbHceOARJior6iy+TICKCiwgB50krhD9SDsqohNlDnZJehFQNFotJ3BCU49SyJ523SkEWQQNKAVAEGMxFMJBoABOYk4NQ6QkqIrXEBdsTd9tUjWKaQeU6VRZWsiMSp08C2FSouCUxK6LISERHIkLKqhYKsgpywZuoq9bM0D5k0GqNZ0db3hk4QXMWPtHBNkZ0a5keEmCyDQUBQuAMAOASbPLusrmpAxl+SzK9JLEhBqmoyNsq7PLFDlbVKxOBsAhigYgoVwdCd0QAGAIyCM9VJPeeJBBAFCExDs5IACBnObjY2rBFIQAFAQ9OTQ8vzClWwJRAMwfibfSOmemrv3j2stS4+/PdT8nbkeQI1igqgIkqUBqGwxqK7pMwgQIiUMsKFUjYudU4dmPx1tlAiBQxbT5qogmBEnXdfJOuA3QA7obJ3H4aSQwRiRULk7xYmZSigAWWT0BgmsqpQSYAUCoKEgVHtQVDQCXoCTpkqYBZVJwQ4f34isQSkojvALgCo944TCJjYD4kIEgXB8ZBK/Pq2p/wsz5Sys1SFBBhAYZgInIqakBxk4HbUstCuwGgmkxOmQMEMVqeGjYmMiABxLnu03lWdSUXBagEB9xS3HbGyKBQCtixaT1Orwj5AO2UknT9TlBLnTMAUIU4HBBBIUyEFEwtx4pQ4lSAh20+xO1RIEWBJjBjiBggq4lLnKHFIYBUWTpEAAJPysI+JKI8BpkSMzOlVp8jyveK/fU9QUlclSpQoUaJEiRIlDgcfvbrgsjP2S7oYCGgfMVF2TBsUSuoIjuCDn7MqQ0mIwEDgxI5KYVWknmoBEZFRJQUpjDAnpICyESAmpASQkgOTWoOAKYR4w09FUyZRqCNy4JRTpYSQkqQWMGoMqagQiNQ6p04EpKRpqi7In4ATGYI1iFSsqid0xPmn9Uyq/vB0RxCCihJgCEZSWzSHxhU9o7AxX7MhMqSuFJmiAer9YgipJCp9pYQoYZewdkkDQqiIhCKhwCkTHCEFxUypqlOA2agaUSFYAg1jLhMZqCocs4Nkk4aYnEKIBAHBwk8B5wgJUUJIWGOCgKqqNYEF2HvwpVClhCBWfVcOrPYJgBpFDZh3WlEYRQrpgRzBSmKIxJACCeBEHQEKZrKkzDDqiUgYAREcKB2qSvLRGAtHNhH66tmgTzEzM3dFHygLqiCX32S84ilXHIk6wGTB5eB7XOBFJRk7m9u95LknUrAQkBMbeRwu/6fQ3BxCcCAiGCghJRWCAXkNHBRweUcU/SEJGXEpo0ary50ivdMTwfM9E3359IlPhUSHoK4OqroC8rMVGGoABTlRgaaqjiCWxKiSEpQBA7KpkhCDLUNBKnCAEogoD/Kd00mqIJCfz6IJk2NJDBRqQKHAOjUgBVKFqirgVFNGSnAMIZAiEA0FUE9xQlR0+JchmeAPyGaNBg5WAcm2nXxknB9hIThWH5fNKCyUib3IhwjEVOzvfbrwYO6YT+19AkCS5SYEIRCUPP8aqxOIWjgkvjhWZjXw/Qby3p5O/Hr3Ei4lBcGoJ+ZUmRjOVzh22nWUAlAYRcCoEio6kg/7Ry0KZEdkEHGqqbpUGT5bwwZZ1hBPGpMTpIDzlDQrGzUMQ2rgvGuuMKUCUTglcUhAouSVnkogVsNqWQ3BkHIhuNX3m6SajZK6KlGiRIkSJUqUKHE40Hj0H5o602uIoUPPhIKleD6b9zQkBhTGPyGnsR/pOspLAWLKTC/KKKzMJytL7G1zgslKVUMgVRUIiAEViCIVcoATGJBlVQV7mYkAAAsUJC47Sg5GScEEIjCpgLwVYwCj6o2bLDoSeQWNeOKAqcAKEBh57JZDdfvzR0aDZHa1N4JTQEGWtApYVW/BssIKWBWSjYNvFrvcJlfxJKQlhKTeJC4qY0gU3uMGAIRAxN6iBEiJwUAAAqkBLCNgqEokqDKswrN/KcipOk8pEghqCRFBCQxEqqGoUaJh9QhgH3pcrY9Xk8sZMmmYKgOGlCkTtkgehZpG2hwa0otfk1sODTPXnPdBroAarjQa/uNXTE6uZfMsy6CwMGns1TjvViDgxrhTZGuWhnXwnw2XPBf5pSH/OlngPhep4HJZJKL2wnhxE004tPbqqfCDrypFv8VcTugZK1FwdhzhaJVrtk0NuQb/P43UN3ndCVBSCyWFEVWAVbMjAjzjMdw/iRiw3s8aCsCoV61l+Q0lrj5Wmcl1Rn7lMrwILJMyjarqF0heJ58JA4zRCqICh/tCQaOxzbouu65ExCrKZDPO1e8eOmyUv4eydQuGio6WgFI2fD5dSGQ04xkNwUKt5oXuWTclJUOaxbAT9b2aeQWLqFK+ijPWjDGqj2RDD78B+thhAaBQ1YxoI094ZU93/uxRUlclSpQoUaJEiRIlnhkF2mWfH/da+A9FC2TcjqWhXItBmql/snRMJNnxe0Uei1TZu66o5o/GIQBzpszxmRjvHuIfsGfxU1S8FEUhSgJKPU/FWexbBhn/GD17vA4ikAFxzsEQYAnMQ4Ygtz8hSpoJX6CcGZ7sZVkQAXx4mVEf6FRwq1EfvQiMlUYYWqr+I2IECktaYfImmeYCBC+10aFF7i3qnP/wSrpcUzOS3QAgqPHEIwEikrmLqmY8FgiZ+5gASpkxGRBCAotq5uUE0YxAtEyRJwVUBeTPjg8IABwoi96VG7QMZNNmxAiQFucQqwqJwnnbMu8TILc4MxlTRkwg4/SeFTNu4fzakLoaSztJXSGnm4ackmbUlQ79AAEfmudphc9qAA0rky2kPJEB8ZBHGE5fnrq7OLfy1yMDvLAL0Cjd0+vzDUCztg6nMfHQPZJUM0KKhj7QlMvlAGDEP+bTZaqlBCI1noJRQ+pnoxa7KutOpiDzmabhMvRVHHa2AEzEo671KSUjsIbKO9HRqmTyLBUTFAwVH5UcyKRGND6MXwPGWKkcinzHHVGdhTs8p+MbOHxQkT2/yL4wyG8M2QMSAvt0Ksgdn7N+I7KAzy6j7VR8Dxf3ronKgYh5JJslza97YpHJf5eZnGfMtg4CSbbEFZ6dAhGMKpts4ZPXXA5XzZCkPnwPfy9QUlclSpQoUaJEiRIlDgMVb2MVfk/PfjRc/PWv2U/zgnGbX8yyKPxSBwA3UYRP5AvT4S2a24QyEgh4wyWPe62S3ZcfziSK7OAqfy0XbWHIYmhu85OSN3uGFqUPaU7F6sD7slBeYv6BQHPvDwDqirfsZwrSyAx6MSbLjMHzOgKvJxu2KrfDcreYrJJEQ+YEIAgh9Z4vmKw/AZk4yxeS5ZrVwTN6ni3x+gX1YqvsXj9kykRKaggswjQUwmRtcEBckDaYIQWZF533bjaTqFAHATRrXW605wOREQ0FEjU/Kq7Qwr3N3Rl9PmtsR6QRZk2R4qzQ4rVM6fesBIOOuqLoMFiYwjR5wwymYf+30xefPqsPNu/36qWvD4UJ4Ad+WMuZ3ILOeDX2adbP2djl0h0qbHL5bob8GAdyOUE2qlT2L3t6zK/bfFwLNYTkn4yoMfFlZ9pSBQhubA+brvuL2JHG1JqF6mZv83Zl8eKH4eKLG44XRHkSXFFgg3Iue9j5+bbusx1SS6PCZ49ePjwz+8N/l43mseatGs8jH+usGpSzbhh+m4w3/c8XJXVVokSJEiVKlChR4pnB7G2kTK8yJR4aYvYHxef4E+qCcXN81r25+aG5xTIURmhmVkpufuSiqHGrJnNFJEBZyfq3Q7OAFeqfz88yx3n0jn3iYbV0qjkFTKhSZjRuaFWhQIA9lQIAMNRYfDUU7duJK/lbzWQCwzRU0ELkZpa35NyQ55qqXPGCZlYleUqMMk+lPKXCyDDoTe5iAwDgTK+Qjfyw8IzwBNxoiinnaQpG66wR0Mxalvwv58lHEyRXTGRTNTsoTvVZGKun4ID00/Pja6ZGnMbfjieVmR88XzwLa/tV+uGwvPDMm/aryN4Um44+HbmFjSZYcVsYv23mJ8MMhjvT8MyB6fk5wU8N7+dCsTNWy/MffaXJkwr3LqNIAE3M11kpJ1a0T+y3d55Mm7V3qjL71XzvhNmWwcW0++z8AGhSW0mFb5gXSc9+S1FSVyVKlChRokSJEiUOgUP8kqYpG+mQ+erYy8zeIC9wGrJfuWYqM0po2rWLCUqaOY5pFl0rF+CMHqeP+LTcsvEGi+b80kEM4GfoLsrLf1oi3y4mf1YeiApeZ88PuXGWdYOMXtKwnkrjih1Ac/JoltE97MIxVnFo3csolHV2VQokns/TFJg9b/yPSyQy5o+KddBCWXmUtbwa6v29VEcE1ghDDmyqFd88srGfuPhVKve0O8dXwXcS2YBSYWo/G6bp3UP2xJAkzLeUIQtbLGKKEqfCXB7tQJOc9oGrN8GC6R7XvyaMOOj8wv4zawh/NAkAACAASURBVMQjj9dvsrbjPTKSvo5zdhNlPc8ZvRdXtXf66cQzR/bPFCV1VaJEiRIlSpQoUeKZ4QM3eegwUvRh8Uz234R+Ibf3KItSXYwmk/n+ZUxWFvqkYO4Nn3IryVCnM2EyYtwkIoxc53wW02kmMjlIcybz35cXoKL19gwo3jFd7F61m6jIyI6iofBjb/t/j3wzKRMU+aGBExUbKUSyKFt7muV5DcdKKtBtutfkorHWDTUuIz0HF1ia6dtn5vkN4HnwCvuLVzAxu78SL7Z/OcUUXy83mDfiq9ICz3yzn23jjdPhFCwsbe88NgqtNl6iFjpoYkfca7o+01akGJ2h8QIn+YFHfA9SbQZ75f/NFZ25v3hOEvq7RjcUXx682l8vvjUV+aZRUlclSpQoUaJEiRIlDgHK3AVVkNtee58w6DEhnHkuhunQhMsoGO8yqMicBymXVkywK94yU9Vxjzfk0a9G1Z2gbSi/mp8VVmyU9y+TQrDzpxjg02zKrFtm9NUYC5W7bU6moSlnEyUl0kyM9EwWUSGqVd7nGcNG3tOvqGLIxnevhhfaQzqjIlpMmb8reGpCh958w1R5sqFf4PDibNpL8zHMaQIteGAVx+Hrlpx8JUzX79mpmP3bOElcfvXuOGiffqWS9rl5pMUj2icO99eDAqmSB5YazbriGhv+Ozt+oO7Ri2M78MR8nri+fy1HNOXXj5x6nr1aZ6TPeylb6sONOl/zEyt3/OtGhxcL74cqTEylOvByeq599fRV8mdIaJXUVYkSJUqUKFGiRIlnBhMjCyv7TD+hdcyE+Mo/9gt56fT1oh24tzJoKNhhLV6cypdHbE2WYW4njoymmZb9Ph1E46+L5FDx3mFIr2LKEb+SOQzOyp/2Yai84Tf6uEjhTVSwQMbRRG/TiLcq3kLj3T+Vo+/MwpnvBOhku4fpR0UPR4C8MovGJ5LnLMeaMknfjRUIHfJWeVP9iWU8bgC/aDtxulnD68Mre60ennVxgoEtXHvqIjxgsv0wY0o9P8yiF2bsS4W1i+HIEhHyQxiL/K8ehgQ8QFV1bEINiSYCRqdCjFV5mj8fZbZ3Bac3kpnp9+GWhxU4BJ79rn10m9NpsyJyiloPRMN7ge04D7jPl1ehPpPb5J4F/BlySS8YJXVVokSJEiVKlChR4inQ3Lr7FiI3yLIQvDl3oQWThvyr4jP5TJIFVdLsDLun2dcTFnzBUCFMXTyA8ac5BTNZxF6pDzgAPM5kEfGok/LT0XyMeSoYXD5/mV0DGm/XMHMhTPBWE1WeymjyTcEEzUUX07nknxarWpCXjI0b5VnqZAYzeno8spUWOkSHTMI3YJAWidchppUkB4An5oayFhp2Jo+1a/ZsL5RImqmEJtMcHM+wfexPyOxxbfwmnXVx/MacrhouluELvyyn1/JzQb6Whiq/0dybhX2oq1kXR3O2yLpKYU4dpFkzek/3mJZfGcUqHUgBN9aAPWMCjubvqOYzkkrxBkD3ELnhIO0+1E5B0w8DDpA+fzVOgH7vUVJXJUqUKFGiRIkSJQ6BfU2gZ1YsHJIgmFLFaB5FKZfo0ETKzCyljLdCLuTZwxIsNO6ZmAw6iIU4TkZMq4IKt85QCwypNJUZDoOz9FZFpsw7J+ks1dV0HbM7xgVWw9xmtvDp/aQT/87KqJiGCk1+Wn0nTMGcwBzj/4akgI5uHMvy65DdvHhMCm20sBAORkRkvNV0Xl8LDk8djLKgfGJPsdGzcyHi5+45uK/GacZan/pU90oMjA4VVUBzvjkfoQmidmoh7FfHScxkr2Zh77X7FOhTs96zyPzWpxI/CvCMk0VH/plfnf05OPn0PPGNsevfDErqqkSJEiVKlChRosQzg5gA1QmVzp6PrGcqX4qfHv7X96S6ZkaNZhiBSkLjN+6FAxg1MzIoGkg0av7smwtF5VRSJgXyEVi8dib7dMJaIYCJeJYmjmiyM0Y8XcHqoQlzbgbIx7+nkd/iPvbwQTFz1PexgA/GteylUsnZqz2zh2LsBLLvjUWY6zr8StDJ+bYXm5PdRfsIUZ4JB+Ny96jKMyan8a1gqB2bKXLJT8dkeX7s1TRvNFNdQ+MLr6AR2q/Lh6z0iKfSiTaisLL3HOKDzPBn6XuaestP44T2Wq0HwgH4Lp34WqCx69N57ZXft1TXdCjG7zuMkroqUaJEiRIlSpQocQjIfmTCpMXynH5ge+Ns5CQy46HzlM4CU2nGuBodNYOGFv4o6VNIHZr6u2eimRqMyTynqKai7atAFl4MPhp89hkTMTHA/gCtUWY67YY0tGY1byzlf4fm8LQkBDmxg4wAOQyb8dQ5sLdIZc80B8nnme59NjP68NP6xRmd2eTMVUheiTiid556//PlrYp1mg2aWqwHw3AR5jTOGJs7wezMOJDya4jXXuSQDqpXoplvhlrSMa/GLH8t7rZF6qq4P78AHvap/P+sBNl5CThcDSe+gWZS4TQspxircAZHvs82/rw4vn1q+sw4PBf8nUVJXZUoUaJEiRIlSpR4ZqhKLlKY5mBmWsUzg0cP009msVex3s6hsQfptGfAk9llzSyOcsNl0hDQiX+L6XWSgZhZj+dkNXrtFSvEE1h6SLna0PQ9kO2TR5XK9RGHNDJnFDE1DHQAc4xeiBF+IIykPd9e27G4DLP+zsLbz1qPQw3MyOD/Grpbx4uYgQNoaVDgbiayGrI8E3kNnfKEiF5UfKCnsYPFD8cVkZkCcHxjpeFZEdktpGqIZx2XMZbzs1b7UChWv/iaAYLyVE8UayX7fkE8HftPVJraqPMKFKfHDEx+reko7fDdrK+TmRza9NuZmrzh4ph55c8aJXVVokSJEiVKlChR4pmxd9T2mT+yn/qb+xmkAZqROJQfqK7Tj9H3NiRookL5C5lxwNfUXQVjZ+gqSdPHk+2RhwLPdgyVjpfs/x3a7Yfircby9tUa+2cKU8Tk4cqccVfROJsqfWgjDvuAvnHWakYXHbpCz26EHtpsHSekCMp75UWFxP6t6B6nZhbz/ybOcJhgr6Yw284fsj7f4EQar1axvz3/ROMLMlsfCiLiorswjT4F0XA/+rYQu+OYKWiakCAdvuYT3oBTEJAXVdH4flqgZwm6Z5D4Yk/7d1KsbnFDHt4yxdLNyJwKYzx1kQpjTXs17s+NyiqpqxIlSpQoUaJEiRKHwLh8aSjpmGGfHPBxOu3F7Iw9xCcCIOqUdOj9QcQAQ4b18aZIkVQqMiTMuWZKVZmJfKDzWVqQ/L03JIiYVEVVmFmRBUfPOSsCwETZM/5JTD9gPxD2Svd1GC3PO8/cBs9cMQV7+GRlzJQSmBW+hx0zAwoVHynMnwhJIC88EfUnA744fLNW4lfhrST/C8AAZm+aSQFR9cvGz1EiysZseJhBvsgyC5vID8nB3e2Ka+xAwr/DQLOdZ0JdRUOO+qlM89eBsa7nbA9ygHopZZZmsmYEMsQsClIhJtLhusBw52UizdyJp+VX3z6KIxNhHY6OnmzRnrOICFBVUXh2NZsPxKx5qMMsECGp+oXit/Q8VwITGQJ772xiTxKq3/rHlFGj+GNESkQG+VcPEYEgKkUJFWV8b/HLggBSKI0J6zjnLr+Fo/iiUVJXJUqUKFGiRIkSJQ4Bb3hJ0fYg5vyjQxmGe9xUND9FnVKqnAg5hRCI1JBaQgCYzFjJbLvcVCAHiJIARGqhASl75QkRqYrCKTklL1zgQlWUFAwiMNQARpUJClJBLHDKmeaLwACTGlVibzPTHpoQ2ruds/rjqZ4nh8UsTcpz1mzkWhJPRcEx3JTZqbl2zihYxIAYUCKoJiDxdxFIwQQGDNRADYjEh956sQTWdwtDytYVCCwHmNyJC4DnAXNRm3pCF5SJPmRkahONFH/eGM/XyIi3mj03959Xh7PJ91peB7kxd7d98QqlcfWiCqsjpKBUobkDbzEMl/ezswqIv0wKdeRXEynAqqxgKCuxjKQ62FPO+G3BVyPUpk8LxHT8PRU4Iafs4DtICWQAC1EC53uxgpwgFoqVnCewcuETs4as4TAIvqooUqVUSZSU1K8aKlBXAIhhJXuKowQROFUREsCBBMqAIRiFoex1sS1DjdVTtGR/hiipqxIlSpQoUaJEiRLfRgyFXMOf8AoFiVIqFCslClEYQkAwY740eUqQFzU49TYDVKEMH82cAVJ1ClUSJaeUav7cG4A325kgyqSGCKQ0IrbI5+/AysReEAQBK5MAQ9+syQP98CzylEl83Zb2884/Y05UU4JTJIqUMhWe7w0h9ce7EWABC6iCvbYBBFVHSBkO8KamIfhz7BlKxOxUnj/h9v1Ckf3UwuSjgr8S5f5+udxj0ilVM+1HRtTq0OYfUUg0ZK+mVZczaIavBir8LTbqIPLOEWWie6k8vyYUuaScUaSUEAMp+WDrVHgS4GP6wUJJiP2ORgwSx0gMpZ6EJLJAIH7/UVVlT6fko1Aks75VeM4dT6NZocNzJ8AKcqopoEqkYNLiduFvcgIRSoT6jlOBgIQUBGI1EGYNCyHe/XMRl7FXw++RXHjls9V8uTCTqgCe6nIZdYVcpKgEYp9vfpIshiEIafin0F/fZjLyBaCkrkqUKFGiRIkSJUp8FUz/ltbC38PDW8ZDg88wE0AIiCKitsIQGVEBCRlRTZwkClUlFVgmdUzkpVJelkWACqUKz6SknmyyFBAqKpnkinR4TJ8oFBZKYGYVEW9aqADMWg0Qhhy4OB30BmyILQk5sAPc0BNEFSMxgPLIwD8wioxX0ZPkW8/WZOPGZME1wHh9lObDisw5RwiACiCijglMpKoQNSYkbqQOwjZLTJ6CTJkULkXqVX5/zqbcU6B5GDiGWpBTB8CScZBBkjIb70/lnWsBEPkRICYAXuSG/qDnRGwQOHE+vYqAFYw0VRtUQht6rYoBAVKI4DN5xt8LnLRPmRX0jan1Mh5ehYQDB1ZkrDtlw6UFCsOzgmTYGUpVhNSCGg42gXUwREJISYVZoCmRGIYTUbDA+OLyHfT7hYmTXynrMgKcCpGfxSbkiEAqAJjICEQpFSQgBZxoAgixGBJWglRVMgktq+ekWD0zRQ5ImQzDqAaQuh+1PDzi+JCRCpQYYEpcSmoNhUaNVeO3Qe+cqJQSO0AIjkC+np4xAwA4guSyO9/kGaP458ZkldRViRIlSpQoUaJEia+Cr+3Hc251KYEVRsmoIbGIa4PdMI3rlptkkoFsUOVJ1EhM2HeIVS0jCiSyEg763O9bTeqUNi2qkiZ9ekDNzbAmJkjDILImkkEo/WDQw6AnjMAgkEQMDAATWRdqj+IgUhOk/XhTaVBr1IypcNK0advt8ODJQJJBgn5qd4I2VeeD1CQcsDEmdcpeVqTuOfVHhiIB9G2FArAUqESpqzvM9ZNKPzH9uB+nPSJlaxzBkWcG1Zqe5U6EfsNII4qCsJL26fG2201rLmynyknaE7NrK7tBLQ1svxlwwwZwKqkwmW+6sd9SKODJQaNCqkYFSQ/pYJDSbmp2+4Nuf8Cq1dCASIgCWzUmCoKgEtkoYmtSip/YeKvf0yeDoN9zLtXImjDggQx6kthKs1JbqNaoWglCgsDlwaUo539pSJyMWfmFK18Rw3hDNHF53zMEXzyjQ9k5gEJEkoIQpVLfGUQ7cdhLI00dwxk2TsSJM5bZEtgpJdBO3WwuNaVibJqGThe7SfthJ+q4iKkf0FY97NaCTsVqxarVxBBSDQQBMibRMdIX2NAXgIlJNNJDIZNcqTGBiE23qZI2jNR6XYkVzriEN2w9rtSYjFMaAAkh1URD14rcQtxxcS+1VIXYOHFqYZopNfpieyYQTTnpByEWZdDo7EAkJMOJi5nEGE2TATGC0DpNqNqPeVvZNedaBpW4QyapUr+S9CxThYxLdNuZx1GjF9YcOGbDpDZVAtmMqyJVOAKUhHQ4xycm7FdzuvwOoqSuSpQoUaJEiRIlShwC45E4xqOOjH30FQpQAEw+JHdkAk7N9qPBZ3+88cWHva0HkcW8rboB31k703/9Z4utVVHqEkUW1cjVbK/ef6zXPrj3xZ9uJjtV62oujXfNtflz/bOvLhw9M19fnKuYxu6W3v185/qnGzc+f+R6yo7SrmOxBBPV6q5qt6VTaSX11iBqxWsnWi+/9nKrtrp7y9z/JP74Nzd37vegyUAex8Ejs9C98ObRYxeW5ldqCkMqhYOldDoWywxM9ZkWerPoxvVifZ2eDUSsKgAxjEtMZ4cePEne/3Tjs9u7D5882drdMAHCyKoNU5iBwIY8147bjd7pBby0Xn/pxMmgtdTrpr9954t3r997EDd6A+dclytP2itu/RTOng8ury+GhnggzIyxiMklJkCcOTklcDHibWzcvXbr8T9/eu+Pn17f3OlEJFULZhMLolprff3E2bNnLpw7dWy9ZWQ72f4s3rn93of3fvf+o/v3e3FfF5rVZt1s9B7vaLJy7Pypc1dPnT599vSJxVY1hHize2IeT2tDnrtaZLK8WRNBx/++sLlCxIA/XyI72IHJprHZ2KWPb+2+86fNLx8mST8OoJYD5yhJnQmCoGJtBUG102juXj5ufnhx2TbmOr3g5l3942cP3v28+6hjrOnPVbcXm7tHV5JXLi2fWKvOhRRoDAoAKwoCf4v3ia+IfBJNfAURsTFsQtVg51H85ScP71zbuX+301PtUrdnb5+92vzBX1xotIlM33BqiElC2W50Nhpffnz/2kdfuL6Bhr0k7Wp3/hyf/+H8sYtNGyqIkj427uze+Wz7+uc7O9twkqTSgcaVwPS7Xag25+ZMFcHybrTSXT2+cOXycsCL8W6wcSv99N3b927sQiI1gwSPuPbw3CvNc1eXGotgIlKBMjMLjBPnQ/j79uh4KKwhns+37HcKJXVVokSJEiVKlChR4hAYUlfTdMtX/TldoGmIiNUJgQOuGIS7D3f/+JvP3/2nJ5ufA1SFiVF3V36K0xcajVYlalZTx0hZ+9GTW7L9iD797f3/+n99muwAA0CABtqXwSZtL8xHgUOV0pTv3dt6753P/uWdHXcPSIE0j2vNQAiEQAQs4syrSJPehXMvh43G1s371/75zke/uf7eH67LAIiylDduff7X/3NYqy5SRU1ESkJeC6A4dJSrop2v3xlLlABS51hc3Itv39r6b//wp1+/j60+dsV7oqUmSClAN0XCqDSwsoy/vIS1atJdIO31bj+gT2/Jf/r1wz/eehgnCIBKFatHceE1cN0tt8jYeI64QgYKVtLnMO++f8hOd4QqnEPcQ7KL7uMvP//kf/+Pf/df/vGdQT+2SCMdpKkKBxTVXn3zrf/p3//7leX2hVPLlqONe48+/+g3f/t//u4//u2nX97rGdQWKoHh3Ue97X6Ikxeu/PKvu9XG3NLywmKrqlkIePOtNaiH0dlf/CJSVSJSVfEnRmiwsdH96OP7//n/2fziHtIYgWZBktggcRCGjVBbwPoxVDS9dKRSMe2NTXx07cl/+dW1v/9d/9EAVaARoVbBSxehwWZ9oR1ERJRARSEMptwX8fuNIrmvqpZsYMJBn13Pfvj7G3//t9e69wADWKCO7cHmydP9IKoEEZMNAtuoVZa37tY/e2/349/e+8Ovr2/cQ1THwEemOo2/4p3W0qV2GFRs3Zng0b0nv//1jQ/ee5DciZF6ZRtghh7Sd1EFlrH+I/ykXuluxpVKpdKfv/vJtX/42/fvvXsDynACCyygs7VRa4RHgsbiYpW8EymEiR0kPyBhUm01lC56Ois7HvF7P8A5SuqqRIkSJUqUKFGixCGQPxNGFmZ22o/jqxegJN72djFt7wxcx92/1+n2kiDE+oU6pZWdLu30uztPcOuLztxibTFsBIFJUrtxf3Dzw+7NTzae3Nk5f2Kxampxb5Ck3dR2BqrX/2VHzPVzr5w6dqLeqM2tnlo+cntzazeV44NQpIJKqFXXryS9qNeJ7tx9MHjwpNbC0XawUF3cur+7eeujT3/1yZOPn4SROffmUs/1OUr7g36SYPchPvjN/SStnH3tSKsZOoiKYyFRmYiXPLt39KkpvhvQjDRxKl1Gf6FtL12a36UnuwmECarkwAYpGtfv9W8+SHsxYkVjDmsrJw3NfX7tybufdz652x9E5sj5qGGjStJ3ca9SRfcebnxEx+YoXEGtGYFYJQWUiZ6PW+b3CGMhySWB9JDs7mw9uv/g/q17DwePN2j+yCsXTq7NRc4xbNU06ycvnj1yYrXWCKwRJIN4Z2vjwYOtze72VspoXX7p9VNHW6Hd7nFHG+GRk5dfvvrqyvJitRIqUoLm0Xwmq/HNtTyHD000jKTtWY4XUjVVIeKMichjioGpEtl6BZfP4egxThNBCkkQhQtEC48exzfv3H3UScgiAKzA9Zc3n8x/dv3htbs7XQyOHsFZCytgQAnJAP/4u0Ffr//0jZVTS2EoYBdbGCjyg1OLXVPolO8wfEDB0Wt4XzsFJ8LgwWZ6/8uNbi9pL1obpImhJNDUwu3Yax8+mWuuLyw1DGyvE6VJ4/M/7f7u99e7j+OVY2uV1m59vjVQ7aTdFJuf/H7Thp++/vPzK6thInZhbeX0Re10sbM0CCmp0CAipgSaVne23Ze3nrjbQAX1EBVTkx5uX799/d2Pb93YthEWrixbBsHFg90wcm67+sn7j3c1vfxyvVEHICo9GMsMwFEebH7C5fbPGSV1VaJEiRIlSpQoUeIQIC8lKoYOVz388XkTmXtrmwkiieGwYuqbj3qffHD9+rX7Yt2lt5bPnjq9urRy9+72hx9d2+rcv/bJI0fJmd7SiXPrRPToSffjz+68/84nZ46t/i9/87PlpQZR7CTZeNj7w3uf/dOfPr2z/UijucbCil2Ol87U3p57+ZUfXq5ahEi1L6HU3G413a5u3jb/+F/f+ez2P5+7zK+9fOnoxSM9h/fe/eDTP365CLzys7Pzl88GzXoQBJ1H27c+vvnxH2+986vHj3a6c8datgVHnYARjnQoY+we7S8Tyu2V75x9qfnBf8yATebbdn6lfeT86o823OPdVDmohwjhBoPKxnb4mz/e+92HN7vYPH4KL184urq4lnRx62Hndx/evLZDZy6vnX/55OWjRyqdwYMbj+7d2fjjx599/PeuoXfqP50/0p5XOEX6HTfCvw7okE72b4lSoA/Xu/Xwwd3Hm72U6scu/vW//e/+5mc/OrfWnmsuqq1pPTAN06jwUs1isI3tjcFOf2vT3X8Q1+aO/eAvf/Y3/+5v3rh6cq7ed0FM1aDZXguiNhvbqFdDAEgVRVen4Z8Xj3yh5QG3yAc8Bw+PchuF936xtWI2YVQxiVmYx89+dPrVK64bq7GoVCqQOZcudHvNTz9//Ns/vHfj1hfNBVy9iCunjy7Nnb33KP3gTx/deHSvsah/cwV/+fIJ7dV6O42tnvlvv/v9795JN7uDhfnHC3Pz80YiJEYSwB9rNwRlbS5Oje8SZjwRySKdEUFhCKyEON188Pizjx5+8tHdNDCv//z84tJytVHf6XW/uP7owaPte593vmg+jF4+2VhZBup3bnX++NEXNzZun1hf/cWPf1CdCxNOUqLd3f6XH9747P0P/7//tDEAvf2L+UrV1lcrb/7y7MXXj1KCptWqJCZlTio7T+jG9a3f//7j377/+ZFLePXlE2tLq1bp+o0v/uHv3umleOtnb126cqLdDgKxm/d379/Y/OCDT3//j3fudjYbzblTp2q1ujNWHZL8q4FyJ/NJmWAx6CEVvlq+9yipqxIlSpQoUaJEiRKHARERfQ3P8GmohxAfHYagFTSoQ9c/fvj5jUcrx2pHLjbOvFpbXqLFR83G0ol3/mn7i4+2O91Oo9U8ciowFTJNVFfmjlyaP3VhfvWqNttbZGN1PPdoZWub/vDJzTs3B3e/7F24KnPaDcLd1tH60tG5SujUJdTXMJb40WDnTtrd1cZqshYFy8erS+uttWNrvYRurT7YPvvl0Tk+9eNaeKbLURJSdW2l1sSxh18k7z/evnOzf+/eVm0FFHbnKiGRoczIoAK793Sj3vfEd/Fpu6+y08QEElUVQWedpTVvOwOnkjZCY5U6ffP57fTjyu5CPV6p4cLR6Oz6soW9/Xj3y434+mMkzfDCS7VLZ+5eWen//+y915McR5bu+R0XITJSq9KoQkGRAHWr6Z6ZvXfmzphdW9s1233bf3Cf11aM7dqd3XtH9Uz3NLvJpgQBEqK0zEodyt3PPmQpSBJkE4LMn8GqCqhEpIdHpIefz8/5fMWfGc3OfPC+2r25f3Ort3cP3RvJcJT6AgFwnOb1Y4jenpHje0cYiBhqPBgd3N3e3Ng9GMa2Wp+78ca7b73z7rXFWrVeZiABUkAhKyKGOXT9zf5+b/t+crAH5bXmVy5fe/vN9361HHqxZUPkO8iMWZASx+/lf43H1UOt+h55+FY4ka5O09CIn7dwxTiuHHbQgk0aBrbRrMZJOo5HfshekAsq5Zl3Z224VTxqtOKcsDiDv3wLb128FKD52f7W519ufzXMl25g5XW8fmMrGDVp2OyO2mtfrn2QbY+H6A/EYGzLkZCwAgwIkLTHHYAz9/oH1KtXSvo4n9d71mRmYsAyOwFo8jqH2fonu3e/PKzMeCsXm5dvlNrNev9wFEjNfb2/3bvFm0W/tNBalTpkMSy3g/lr5cXV4oVfBEHVjfKRcWiOPDVq7X3Yvr9xf2/N5nlQnA1MPvYqWLoYUJJF7CIndBaaUUAbOR2kumEuvRPO34gWV2ZmZutIudH2Fy+rnjOrvxBX3iOg42XhzGJxplm+d2ejvw5TSrodmy+wccZTDOfYSpAEy1N/xMd+Xs7O/pW6gN+FqXQ1ZcqUKVOmTJky5ZkhIkHfJAIlQDyDvcykQoLoxNecCexyx7Eo5BUM9fAIM8soNDxRTZMg8SvBwpx3N9Kf7EJ7gPNJKfaz2lLxHa957af1oDDM23uDMIFwrvcejwAAIABJREFU0kQFOzszv1CMmtjbTIZsU0NsGb2cx8aNcptpmRQLgXCJycz62t5Hnx3ssS2v+o1LNa/usc869C+/fXVxqVzQY2qmNjgQkijzPNSbUViPKjPNBaN6g0FqDAehmsh7AnB8bLXzzTk2O3llcSACk83Z9lgMNagqcu1LGDYxdff0xlq2u7ctFS4vRe+ulpebRcF0OEjWO+PDBOUZv90285X7NbFZjJLi4tVL64WlZrMbi0gPkbtBt1eKgsA7jmhO7OGnHDMRTAkAZRAjqGGvv7O9s7W1vRePrRI0TkxYKpbrZQAEBMcfVwIM1Cgebexvbne2TTzUrAPph37RCz0QpKIQE/sggjm5vWEJ4uTjPuHUlQdnX1+cNw+f+M2JF9IKZiYSRJSNB47JD4SzR57mUkkwDUZxj4RKM//e5ubN+/f73CvPYXERlxcrjUK4u3G4sb62fTDuSaxUoZoYSBP6uzU3V5B0oVaeKW5rCbIqjS0HEpIeMdd7rFT3yu5vwGffHU38w3KAFQsllMrlYMuMeqgtW1lNUOnaIIvKYmWheHBr+MWn/e4AP/mpCgM9Trulevz2L+ZWXq/5xZRqWy4aexiJHErVl9rNW7Ih4/suUYNRrPJMBmOWKQhKW2GlVpEQemd7/9P7e5+ub3WpV79avHBjpj5TDEtCl4Snav+59ctEj3TLdMUtJU2BKvVGaAdevV4QBWQj5IklIuPsKMlISiG0cxIkJmm5X3ubvpqrG9+GqXQ1ZcqUKVOmTJky5bvwpGnzM4RDj0y+T/+vABOxTyYgo2yi8wRMFNZ0Zd4vFI3qqGDkVfxCgEMXo3cYp5mR5VSWuKJQZpDM4SdGOVBgEUpWBkizHBkkOSWcVnCUWJcojRwxuzw3lA9s/yC59emtD79A6SIWr7RrF6OgJYb2ECiU2kFtpiVoMLIH4Nw3qowo4MBaoQiZicfJcJQOE1PRcMzyfIEHEX3zeh066ZpXMLIEAEeCIQlMzMI5DQceIcuR62Ts3d/Y+/Bzs3GAShuXl7w35r2ZQp6nwrh056h/lKCkcuXiKiEiA2TwrRHDoT1IqS8lBxAe3Ekp5o8kdntmTrydDCgBj0e9w8Pd3YPt/WEPeXz44aefrP6+srFb9FW9XlutNqJCiIjGnpcAQ86PRr3B4XYy6HJawdbO7j/9268Hw3a7BiUb5fJKoxoW/FwpktKTBONAEoADiUdv2ZfgHmYGnzTjVLp6HsINszuXoErWWQgoKZzLrU2ME1rlWiJL0e/nd+5vfvhpj8r4s1/hxjWvUgC5faEt6T0nkKZwBlLBAKxCpzhPxlqbwANbSGZPKCJxkrBDZ+fL55JzzqdcHXuTvQTX59lhEIiZmMkdy6cOJpNmLN0ozMZHrKxfZV1NyLPKqHo1mq2EnkU8QDocj8dHKkqbSy7NueEqTgyk7jkMtDSUEeWJzBKRxPkIbGJQPM4Tv5BBZeSMEMI5PzXCZtHuUe8Pn3/xxd1u80Iw81qrthhI3wid+55HAsV2FcXCRu9OLh3Id07nKafj2GRDRfB9KAntS+WrnFMFSaTdiYYs+InX5aFcqx/DCDiVrqZMmTJlypQpU6Y8M8+Y3nK6tv8sARILkAQUOGAKx2nWH2ZpBuV7QeSp0OUYCFKlqN2ozBW99TzFqJv1e7FfHDpntFaKck86IX1nfUENts29rfzWl1vd4SE86MAUy8rx6GQnQ2KWNqdk5OWH6mjH3f8Se4dY+vNw9lKjOheFFRrFXU1GKmPdECKWmaasXqBKVc9kMe9tb+wf7I3SDjzoComQDDvLjBOTZkGC+dn2wTutGTx1xadnzd16cUz2TBMkBEk4mtR+wsZpXuyO/ft7nVvr6Ga40MbKkr9Ug5JD5VOjrmoNhFtwNh51wrRWE2ELcXVze++Lzv4+97oEJ1EOuFku+FIeS1dM/G33cPwBcyYKkwDJPE7jo34+HCP3eXjwmz/8dn/wha/Gkb/w2uU/f/ONN65dar97KSh6BLAnaTxKNnc6h0nfytEnn392b/fz/+f/Tmolml149+q1v3z72vz1ldJcs4SiACspJ6W+7qQ47yXg4U/biUhzJlg9z3Yeb/YohHSwzmWg1LpBngtJBeFqWVw53Jdbm+OtLcyXsLBYnJnxPT2G2qkv0MyFcaUCtQ09ErK/7NVFUGwZqt7f6q0PtmKg6CEqULkUSmEnyasAuUdzco5rsV9Ovk023ES8YiZiyc7LMy+NKU91lkEoEVVC6TNkLj1ZLOq5mVoUYJBgPOz3BweNmjY0MFZ7vhJQNtPa1TyrbaYOt5P1W+vxaFsQhBxGxYy8TIhMEktm6Vg6QbnMx+j1zN217tEWLrwdXn1rsVRl7bO1WZa53GYGIJP7nu+M76MVYdb09P7aRn//QBHKZSFkZl3qK+GJEE6ykwBeUTHxe2UqXU2ZMmXKlClTpkz5FjzGd/yRF3x9RsMTaoiYSIDhHBFpx3qc2n6S9sbj1EB7ygsUk4njgYuDoipEhRo5pdgFqpzF1o5H2o895TRUQVSQVnoH/v4urd/d2v2y393qsrbVq1i93i5UCNICgkDEkK6AXLlxZdShzbX9/kCV6qa51Ji92CxUXc5jpsQxrMkJsZQsk0D06umg+PlWfLB2uHZv42B/tz6DxZ+XLr2xEDVCtpZY0sTm6twWY2fn+eRF9af3O57P7mjfnrO8OceSWUp4xFLAg6iPbfnefrze0UdJriMsLKHZMEqkcBbOtevyz95b6NnNXo6DLf5oVNhb10KOtw6PNo46WQ2zNaxcxkIrijQ0Eewk+YLw7J35HHg2qfJPxqO5aBrGS2OKB3ke23JU6lWkkKbT3c6T3Xi0trU97PQOs+St+fJqo1KAEYOx3R4mW1nWQyZsv5yHNqHdzvaOGW/s+J3hrHBUD3W9WNY6h8hBBDGpxXOAfCGn/YzQo/shfo/vdQJPsi/JEZyURCxsWhx1yzv7+ubt7n4nbTRxcRGtkiqFFHqCvIFWNLcYv/cmlIbXr699EPKauF3Kxvnd9Z3dtTiuLGJlFfPzlSAgAVgDZpzUdD9lk7qX7yPzbYqqmcBgIdgjV3AussbluTAGUsug4JOEcSaQohCFnufgYFM4myTZYPcodt5YybKPUj4yMoukK27d7+2tDztrw4PPtlPTvXQd19+qVuvERemEVI4DJwMr/LwgkqizZzp7WZ4BRdRbQXtO+CELBpzNjLXWkIWX64qc7XW8o52os5/Hm/39r/ZHR6NSAXNzQb3pkTSOIUiAFLvJZfumI8f3ev/SS6JBA5hKV1OmTJkyZcqUKVO+FQSAJruR41wE8cALniRmHec9uCe87tiVhgAwEUGJnF1iDCRJhcn/S+LUOgAiy7I0za0FQcMpghJQBCPIataUqv42vvyo99EfOr/516+yXja/VL9wef7Sz1vX313IaEAu10IKBmdWo0B5adDxtjeT9a00qi9VV+Ko6vsFJTyXmQSAyXMGBz4LQ4Er72/Tzd/c+eOvv+wf9KQy5Xn5qz+/0P5lu1j3nTSCBDlBTuDbejA91u6KXpktwk51NuGYBJTjgBHd3Uj++MV4u0N+hJklrF7woqId56Oy0qC84OHnNy42Z1f+8Xdf3bl99NUodWZfyAwBKMLS1eiNN+ZvzJp2KdbkBDMDTN9CA3we0Att1eQjRrAAweo80aNYbe8NDzqjylL9ytWLy6/Nzs/xuHf3y3u765tbv/nt35tkuFjVVWo15Hi3x1uZ2/MgytGFi7PvvLF649JMIEbbmxs3N7zbX3xlR+OyFrVqdUmHnm+EZkABGgBgTu7TF+dtda4m8OF/fO6pi8yOSJy1gYRzYEIYlAR8M64nw+K9tdFHt9fGzq1expVl0Qq4EmiiDG6cxeOFmdb/8LdLy/Pehx/Gf/y3gw/zsdWjIXFKWLiIn/xl+/XLczOzAPogQBBPrOgfW7pJz+I/+DJDABzBCZ5IVwrOy3OZGWcsM0EQEZiZgUnVsoiTLE0RhPBDndmUYSBZsE2GfZGEbqg++2Dt/X+4dffTTtbDfEW8drU+/7PK/E+blVowUtY6pVl6jr1cqCwaHtLNjzbu3zkslQrVRWq1NNyhryKBgK00qRPQAtIOpTV672b64T99sfnx/nirT9no8rXG1V/VK9cLl6/MepUscyPnmM5G/Bd2dU7lqpdKt8JUupoyZcqUKVOmTJnytTxuCvvo9PpRu6rHTnxPIseTvBA6ifDPCV+T97MEJkpJaCkhiIiYBABHgJIBUehpTyoGWZKCQcYyO0lQgrUmT3BBy9qol+9vjja+Osy+yjBAp9C5/Isbq1cvqgIneaI8DpWm3GjIgiwy1W6vb//hw3t7+3FUL7WWg9ac9grCgcGaWEohyMHlnOSOEjccJjdvfvXxRzvmCKUayjOi3arOtGtjkTuwEAJM39o7/Nim/kmd+M2Pw/yCSoROb5Ic5MBgF4xib22z9/EX+0dp1mrh+kWsNHQYIBdeJoTHohiEoSgVwvqtz47+272drQ4GXUigNY+ZJVzxCkvzC83qUJhNOPfyb8H4YtUrAQAWUIwgzkPnN4Pm8vwVU7v81o33rv/1X7119QIdbX/w249+97/9/b/8v/+0CRvcWL0yU6qgXYxVfVys6JXZFV38i5++9zc/vfbeamOhLG5/fvN//b++3Pzt3r/e35RCtRcWyVeLszpADBDgAXhyms/DPLeLd5bgyaeyzfFeEM+nFafjAIPgCCSJtbNSiEh5M9aojf3bdw92M4FqE4st2fQylUuWiq0mRyHCuUrrqB1+xHc3t/aPDllE4AJEARck2u12o1mTuscEi2NvrYmz3sl5n0Ln60ifw4l/n5xPZSViYS2cJWuddcZZCGJBIEAISVJaUpY1JpXXJCAltIZ20kLmRoHi2O2td3fvDfdvAWO0r+vWwsKFS61CRWRpYowhEoK1ZyEzViaK++6Lz7e+vL8XNoPVqzPzC56nh+wAeOwUQxEYTpD10y5lhzzY7N/7bDtdh4qwsOLqjdrMfFQsehkSmpSTkzwTHF99afFPy1S6mjJlypQpU6ZMmfL1MPMTBKxT399vxGkhE5+KW8c/PVB7yAwiB+RscuROoiUcTJYxQyohhBSkHXkAk8yVD8vGsoAUDIKTxAVnhKVobEgWvZmV+hux0lId7hyFJe9gd//3vxuvpLWlK0WlMrhEC/gMmTuXuSyOt/bXuokprwb1xcLMXOBcbOEJeFIIYlYSgLFkhY/KhfDqzxalkK4LZCZ3R198fqdXi9vFuUKo6awi8JtEIadR9Omf85LTi8xe+bZMGmyEcMRWiFxwhJz7vVGn17carapYafp1ybA208HYKWeFydXOzsGX65t79w9aLUQLXkFTSRpfkx/IeG/8wa9vmou40orb1chTOs8MMZEg9/JlXp1XZl8QOWAAWKccFRpL1/7qf/5ffqHmXDRfK+t3L1+YqXQZVRoWb87lfyznaRLfvre/Mr/SbjYK7ZXrP7N0xRQKpRvLi7+4Ur/aJJjDa4f8+pz6rZesj+K7W70/frlXbpZa7UIgsuO9QY83Gpw4s9FDmT/nC4xfwA398LV4ftLVeayzUgoiz6QOBMU0GI3X99cPUtTbaLTRrJiyzJHByEjLtrB+t6M++ereR1+lI5O2lsXsiqvXK54vczfmLP7ot590dys/easZtKCJpbPq1BbvbE3g3MnzaREzXn2NZJJfRid+7VYIB87BkEQEttY5TU6AhXTkk4B1cE5JXbA8tNZplytptDaiHFx/azWi1heV7d17R5Wat7nbH38yrpM/e6Ph1YvOWnIkGTYZp5k76pnD7qg/RjXiucWwNaOV7juXW5Ozk+y0lALMbEkJtThXE7+8UvP03v1OnuSjLP/k81vjakPX5oIqC18ysXMsiBxjIjufuy9/EFly342pdDVlypQpU6ZMmTLl6/m2tQOPn22fz4DAI64ek98KZgEDa5E5SmIyUglNBMfkWOQWDAEhHXPucidhiS07IaQkT4KIlYG2woVNeblQXl6uvP1m82A93dzo//37v//sc8BPLl19V/AASAQTGc76adYdC0epSWKC1+LGvF+MHAkwWLAAS8fGSZZKSU+JErzQvPk3S1duLJk9HNzv/P6Pv//ww0FL3/7pYnEhqktN9NRitkmvfl2128ueWPREGAQCOYEcyAALmDx3cZ7FjNBDtayboY7yROSUKWGsTDORjMWnn63//T9v9i0uvV5rXQyvX5y92GgMu/lnn6//+v2vvvh4NHgTwa+8Qlh00moielGOUt+AF9owO1E/2bHyS2HZm7tcbqy8mapGyl6BbD0YIx6SoqVIXa37cwW9m9pOL7l/EF9L/YXWhf/0H5Z/JQKhvFDTTDCA34MdemrUqNhKlAmZ9cbjrcP+0Sg3rEAKkCdyNJ0ICo8ZAl7gDX1OL+OTTRBeRDOI2LEgUqRc7vqj3u5hf+co7mVYqmFuIZxtUkmPNWfWBuAiaKFz0Pn3f//s/dvwG7j6hry80ryycKUg6jvb3X/73Qf/8F9H91d6s01ZLnpOWiYVCi1AdKYcnpwpn+4teNqcF6eJ8OkF+XpjxCceAwARiJktYEA5IZNkFIGchFOAs4ycLLHJ4RxBEgDfOUXCg0rAbF0stBIlfeFGfXFh6dqVlY2bB1/dXPvq7r39u6Prmf+3V+ZKuhi7ERHgcpfbfn+8f5gO4pQ8lOt+a6YQFQmQzinAA2kmFsp5mlnmgfJVSbZb9UuXywfr8b3bhx9/euvW7aO+3w2b+nJ5BnDO5sQOxPQs60Gv7OPhmZlKV1OmTJky5et5RTbffbSZr0jDp0x5NTlv3QLgWQKP0wVkZnpUtuJJTCnBmiEtSweACAKsmMHQDtJNXkweI7ROOWIIdjDMjkBgyZAWLGSmIxcUKKyJlXk/Xln6/b/t/3//CnTQ2Rx0d4bhBQktAMBpYb1sYEa9MTNYIqjoRqvkyy6TY2cn8SaTyTlPjLWwVgyslF49qpfr/mJUqIo/3g8O7gzEIYY9k45sWJEEB7iJ6/y37unTrnm1xrKTnCMimpRmkWHRHSdDm6QCWqJcDVu1YlkzCZGw8IQvVHFgg+2j7JOvUJnFz+a9lYXhjfnuymI97QSj/cKvU2ytoVbB6qWsWBwt1orSl/I4ehXfujbzBwef/BGAT4IA6RcKMmAhdAqkQACpnUIsQVE1qM+oRsnubY/TwXDcN86F5db8fFE5QJzUAHpABu0HjaqKOkLlJGNGbG1sbcY8eaUCBIMI9LJeCT5JZnyROSyCBLEVzkntSaEG/Syx6ShDksMP0G7NLMzKIF3nLIPM89ylMTpDtd3BfheXlnDtmnznNXOhkpSFvx/Nr91ck+mou4/NraNGW4uSH3qRm0iHNJHOz0724Sw44LvIRt+NU9FKnHz9LjDIgSxzTsiVdIIhrC9cgdg4yg1bKa1T1gHWgViBJYR0SjjnnHaWsgw9DddY8uuNWmu2ILS8u7lzuDs66qTDfuYNM+sYTNYQnHJWjJMsyY0KUKyEYUFJJYlKjgugkBlMSW5HDqlWkfKcAPtlKjfKzXbTLwRr29tf3DzCFvZ3RjPLSSQFhCM4YveqjfTPial0NWXKlClTvhGvQsj0JC+eKVOm/Al4qGBw8vODqVjny9yedqSHfLD44d8CYAiCE4K1LzwlC04FECbNMwIKQaAl+R7l1lkrgQpkOExZKmg/gRgCMYRyQjHYCQPbkxh6IvWDoFr3Llyotev6bi9XeZAOjM2VU5adIvaF80e9eNAdCAJpeJErlKSAAYM5I2KGZQEWZJmYyOo0dnFGXR1mQtZ1W1bmGn6wz5nMus4OnCr6ShiCm+xkxt82RuRXxpf9sRA7AXhMoVPRYTze6R91Y5TrmJsttxpRwGOwBTsltHXBUc+MMi0jBBUszvH1xX5b93F06PNyu8j1CNUyWGLjCAuxm2toPk4s+s6R7/fDizZqxyTiY4ZjJcWxZhMAAQDhUPDhV3U43xJLYbZhxi5O7dhwKgInfcCe2yswBArwCiiWioVCyE7niUIskALmXGoP4aXQrZ6Q70mTCuUXUyd41gxAMit2yDJYyjjoOzMykALlCPVi2RMZlE8ul8TD1B307U6fD2N4JSytYGEhq5ayiGLktmxbbd+/2MYhsLHO5UZWvoSGVxSngzM9lPh5nOt53I4XPLLQiffWd9shlHGiSBohjBBGkBMM6QKPIk25Eqn2tKM8NsOxhRFwMmARMDJBkkhZSCnh/DjGcKiSoFAuLdeXe3OV38/i8FAKxZY4Z+usIi3g53na6yfjJA+KXliwjXaxVPGEIEIE9p0B2GoFy9a6zAuU0H3jhtakHtfD5uLKtfbsJ7PiizWXIx6Lfi/1Ql/5zMQnV+cb3ZyP3Yjgh8pLOcBPmTJlypQXzOTx707nAnjwuXj6a/eyFd+/RE2ZMuWHxkMFg5NYiIiO//1YjDr989jZ9NOTHR6wEmfHDGGhDQqWilZo4XG5HHoS6bCPPI4HnSwempzGsUpz0gFIQ/r9UjnzgpQpccQGIklNZjISKaPr+IDUiEVeLpcRAE6EfsHXkpADEPDiYT48GmVJ7Pmo1BFVAJVDMMFKMpKMFgzLnEuNSFORhLA0TkXX+QMK07DsN5qtgu9lPZt3Ep2Sb4VydBpdiKf6+zzFlB0nR3i1QhQmhpjUZWlwmGf+fjfd6Y27o9Q6VEpo1sJAMyQDFuzghLXaOd9BKQ/lCuZacq6OggKyHky37IvF2bl2M7ACvRS9JM2dm+SRvFo98/1zWq83qUhFnjtnH1UqMpADCXAx4FYgGkoVhfINaJTYzABOnrwOI7gcBCZYF1o5IwoVFsrkAgbCnYSVL9Vj+KHR5sTY6UXfLifTKgIL5MjG+U53tDNOjUStgrl6oeSJPI7hBFQBTjM86ChmNbIgjaDgBSECHxIJ0h2fh61yYbZWDBWyFOMYWWrJQTIkmB7Rg86Nwvygw+AL4U/w7nzONVEq+D75vvQ9FXrgXMT9nFOyic3GqckzCIaPGBgDIoiItTReQFXOinkqpGLhxSPeivWuiXqpHsGXEHCWYZ3LEo8QSCVFkOZ672C0e9Alpar1YrUR6MAAlliTY4W8oKVHSrhAUplI5m6QmsM4309Mx1LM0glPCQXnCE5LeIDgBx6j37TjfjxD3zTrasqUKVN+3DxtXedYt+Jzr3hxjhVf8z7uJOAlBsgROUA+YH7y43m2T5nyXJhIV2eL+YRvPud+ylFPjwWCZWJBzNIqpXyEZTkzW9s53BsfDdKjeOTHKnSerA67oncUFwJQBN8fl6vMBfQGEFxyucjGRnvaDyLkQ5ODY3t4OBBCBxGszbR2oIQpAwrEYRbz0UGcjLJKxavOsgqz2Ax8zVqQdKQgBQc2YWYvCCuGXGaNooFwRjnlUZBmIh8aZSlPEDjbjMJI0nGGx/mEtXOn+kA2BD1+pHto5eAVgU5qP+2kflOKwjAT9zZ6a3ujOEcUoVZFKZKgFMIBgAOIlFRBQEo5EtA+cjZHfQiJQBCMcsKrNpv+VjIUCULENusN+82wKhzxdJR/mDMrOeusUsIYk2ekPMkZhmOwn4U6RXKA4TYSHibROAulVywVCyWfAiTIi6kxyLKRCkZaKZGVZKazNO32s04cZkGBCsY6wGlfCEnHF1w8riLtkZZ9/zzRZY/OiXovhIk1G7EEa8hgFGd3tkd3j+JUoFpFJYIvUgEH1oAC/MAvllQpKIykhMuQxCJLCcS5gTbE2itWtQ5UaMXMDNWqVgshAUkQzO5sZD7fB3jZVh6/G5NbnZmYpPNDWSoGkR8EEsnAdnZGlXZV5spmRg5IulB6AtblIgtCH4h0ripo9/rjxO2WW6y0lyQjK5FYdzToZnYMRuasQ2ZdHgVBvRi6fZGnUedw2OmMhVDFcqh9JplL5bNjCeMr8lVxNPKUq0jpm/Fu5rqCDFmIDDmJ0SBLRkYrSCm0Ur4fCJqsCE+2OGD+Bv59fLIbAn5A1/IpTKWrKVOmTJlyDJ/bYpwIJ5ubMLM7neRN/D5pslr4/CY+/EBA++gvgYmNzMnszAEWEOd2z3naAaZMmfLd4Kf+9dsf1pFzAHu5FYmfx0FJMFLJoFz3tpNWu9WIytQrj47s6GicDFCpIIpUnidZnHb2/O5ujzNXLnBptghPkzHp2OVH2mRhmjrHKJaFULHDmJAzZJ5pm2Hct/HQFCqRV2WILOfMQHgkFTzPRR7KWWw6e+Ot8Z6TVJjRxeZcwZOFtCCH0Wgn62wdkslmFsTCbLFYYKKM2ToWxI/xYn8gIeRkuJoUND00Vr0oK5pn4bGamz1ZeFAM7ZyKU4wTQQK1CspFMGeODQBHE4krt26Yplngp+UyxgnubI2kUqISzdUWkbWO0uT+4XonPYrqqLaoUisWQp+dY2Z8y20EfuBMZGDHWZrF8Xi0v9/Z2+2mWanZWF6cC7wKS+ROxEeJvdeL146GplRvVaOFqqxQJz7o3N452u25aGaxPteaq1JEBGI3HHX3B4eH+ThBqVCsNWuFKCBiOOBh/7vHN+n7v1RPKEc+/dULtvVnMAMKCDgvDJNgr5ceDC15KJahdeLsgJUDaUCAAq2EhyzUphp5WZ7l40K343erw8Bv6+LlXM7uZWv7cRc+6vWoXU9KBU8JlscS3cNnelKh99KPKM/A5K5zDGbBlmwY+CU/oBxx3w46ZtTBzGzL9+VRLzhY78JysY1CwWrOvDwY75r7h71Rl0vNsFYOPVWQXs3GhVFHjfuxzQZQ8AvkRdKLmFSS513FLZMUBl1ICmfnyq228nyltFKa8iwlGMlwKWf9YGMzP+x2dLEzs4RavVoMCoGcQb827DBnIvC0F3BU8rQW7JyCEiT5ZGvIb7I2/KOa206lqylTpkyZAjy48k8P1F6QeMy0Z5JsTo9Oib6/Bp5790eaA+Q5mJwUDpxLAgkBWDgG5BPa+CqYd02Z8rJADhAuAAAgAElEQVTDX6dgP2t0dKKegwjCkLGUW5mBE8ukgkqhKIIQ4567+2m3WZ1tBTNHW3Z7YzeN42oZrSZq1YbJRWeYb94V//5fb23e2fuLn89e+M/vWZkzR+kYOxtyeytO0qxUQ62tVZjmHGuh4Hzr9KCfHO6P4pGptIulqi6UlB+EEI6cUi7QpuC54njn4P1/+Ojm7d2gGPzqr9/7yS+vF6WHmHub8f7dA05MpaRbbS29JM46ijSDmIR4qvr0UJ3go+rV+UStl5XHts4SOSICS3ZsDA+HyWiQ+Eost91MK0qTgXUaUllLlkhRTmIQBqbdEgtzuH+IP3w2ltFqubQUJjXnorXerd9/sXtzB3+2ivm58txMuSAnUeukLO4lcFh6+WCY3Iy6/e2jo70/vP/B3/2f/63fK/3lX/xPv/yz165c9ht1F7vxp3sHHx/sdtmUa8Wry43X5wM1+Oru+p3/459v/eMn/QtXb/yP//1/KlwrzjWGcGbQ6d3Z2r83zPNCaenypddev9qolZUQIAGIpz9dn8dz96nmTS/6wU/AqZItHcLMlvpJlmS+lkG9NpidRamitQcQwUlAucw5jH3q1fx0oRpIlnYcba2Zmcp82LqQq7ndQf77++tf7KJQh6NRu1Gs+NqjSaXnmUf72azuh6ZbASBmMIiJcxi242Kp2KgVGrXQ5rSzMajPNRulYj7O7n52eP+Lg0DJpYumWbU6HwS2dO+T/u9+fXc0lCuvF321uHL1omV5eGC7my456iHvlWuoz5RykSQuC0gIUsKJbCj7R0mvP4ja9VqjXioLmjjEU0LCGiMoE8OO+vjft99//3Z9fvCXf9uuvnlBUFnY5rgX7m3s9g4HvseVOrXaoecRwREE8WTZmM5bduBxWXPnXa5+YJfzSUylqylTpkyZcspZZMXHkxsANAkGiI6zkp2zUtCpW+JzmAUycJIChvOSE/PEQkZYgzQZSQUnrDWpFFqrUEom4QDBjhgQ4tFn+1S9mjLluzEJER/WZJ7ysaLTOrKn/hbEYrIPFlPmKAeBhVJaX3ltKc54c3379mf7eaION2zv0N78eE2xu/L68syq12otaS3sCPFAdHYOk6+wXttfW+2OGsox72wP7n66d7SrWOSLy96lazPVVmhUxgSIQm4wHI0ODztH3W5ltRwEYSH0pfAFG2ItXKDY104j5WyY9vext52UCl8WqdauNoaHg+2727ub+2keL6y0Zla1X1FW5TmISBERg9zjh01+jBvNI7wKkclj2khwcDkgQNLaHCTydDzo7rF19ZKslvzA14AA9ET1cEiVptnZqJeU1g97u/3k7n3IyHBC22EyGnb+8OlXR2OQQhhgoRmFiiV4YurE0xEdwNllYALTSfa0EFbI3GHY7W/fufvp/bs8HOiNjc/efre1fDHbP/zo4w8O7vZ54crSlTeuvXN94c3VGo32vlzb2Lr/5fu/Xf/s5ppOh/EbjYM5E2WbX3z0wR/uxjti7uJ7b/35X/3q6pWLc03lSQDq6dlMz7FI7+v09OO8lhcIM8hCZdD98TjuD2jYKxVQr6AYFYRSjh0cgYjJkYsp77RK4tqFulbZXjf9rDewabC7ZIzZWtva/mxjMxEohyiWUImUL6Rwgt1JvvwDNnqvQgbnMzKR+pkEwwFOa3hFtJeii2bhdrf7xz9+MXLJ7sbucP/o8As9HvkrF2YWL8UzFQpc7NuyTLzhfn5vbXev46DseFRh5++tpwfrw97GWlRwN1bV6pWlcrXAMgEc2GiQS83u9uZ+t9e6VCDJxVJVi7EzCThjggGyxKWZllweHPLO3rDRFpqqxcCa/vDgXrx9pz8c9+utYGZZtWYLUdHLnRFEdDb7ftin7dGV2+e4fvxSMJWupkyZMuXHzQNPPUfEjh07JlCSZYPBoNfrDQZDk2WCSErtBUG93q7Vmr7/PIMEeuCZffpQt/kg7ifjJIvTNInzPM2tTY1Vfr05s1yu+IFvPTAop+ONvR845nNr/ZQpP1z43NezmPmc+v0tPmiTcEuwAwkhWABEgr0Cyyxfeb2ZAb1+9+6XyScfbH/20Xbq0NvDhWtYXbk+d202qDYguRT5i4vi7Xe9O75L8tH//nfv+760jO2dOO5hfqa0cCW6+pPq8tW29q2xRbaKrU9wkOnYHhzFmMcwKDQDL4L1SCiwcARDeUbj5nzhp7+4Cv35ZzcH63f2Nu/8nYJSQiVJkls05vzr16+uvt1uXPRUlDskgomON8A7kd0f7MHHxJFPDS1fyrjz0fM41ihJAO44JUIKVhimfZdZqMxGIo88RUS5E3ayQMKOhAl8uzBbfK3fHsV7n60lNz9YW//jdgQ2xqQWF2bx81Vcf91bKOoi59IyIE9kwZeyb547J09MPv3RU34pqjDnly9f+5u//duPP9y7d2fjv/yXz2/fqUXlwcbOJ3lempv7yU9+fuPtt19/+/WllaUC8pxt79135Mawvbd/9Mm//3rvo+Q3lRzxTpqMO1hdemPpz/7jT37xkytLM6pVgA9gojifWLadf3A/X13xKdmgDwxZLxAGWWII4yix3MsHe2YPhQaaAg0dKisBtoAAy8DjzBAG7XrpnTdaOQ42dnYODt3e1l3IuxaAQljET97BxYtYmQm1hScVkQRJJpqIdPTwFOqHxfE5CRLEBCdsGgwq1/RSub71Sb+3g9/86/3f4b7n4KVYnbt88Vrz4mXXauhAsi/40tWlvf3cqvu9uPsv/3L7H//pDiHk1KOci/roz/98fvZGrXml2Wj6iYmVy106qYWOh2lvbODkUe7KQAmAzS0JIlKGhSXnReLStfl+9/qte/GdW727t/8gAKTY34AmXH9j9sq7s62rHBRzIaUSEiAicZwo98hn5qEMrDMru+fTyS8BU+lqypQpU37snJQKOsdGEECWrXO57XV7Gzs7m5tbB3sH2XicpymRmF1YvnxFMheLpbAQQX7PG9WezTH5OAo+no6zAwmC7fe7B7s7w+5Rv9PpHB6NE+dE5NUuzqwUl1fqczOqoq2knMCAPrORPv+cn0pYU6b8yXhIPjjLonoWCCA+jn6V5ICMEkQkBZVsKHnuYmFpq7q/f3R4gNTCamAJYg7hsggXCiNhpBFBULiwKpVIpd+8+XF+f62PIaAACQQIFuPld1pX3pnxIkoSazmUCJGr0ENUzaNZVDwUW1SqBZVSLfSktLGDyVXuKDcipgrmLvuLw8LQDna30OtgODKOjFNQBVx6rXzxpwsLqzNOZMwJWAth2GWPZpycOVt9PY8J/F+JcIWPa5MEQToHgvXUMPIQCFyooqbZDPvGKzhfWutAIJLWCQJVi8GNi22bmmyw9fkh0nEeZ7AWC0t452r0+puzC4uoIFbOKCgScI5PFzmmg/o5Jl0ihAi0rBZD7/VrQaW4Mtf+/Nf//P7m5uaoH/d6CfO8LwvLCxfeevPyO28ut5sRS016prz4zs9+ORM2Dz775POPPni/czQcD7OCV/T9+vKVN669+96Nty5cbOm6Bz15txOB5HwpEx75+fvnSe/2tQXOz6cZBEgGgxwQk8xLUbceIi2iWsKlKJj3SkVHSrBB5oyRkqRkIht42WJUHov6dncnieNhD2kGSBRLWG3ixg1/YbFeK1jPCmk9Qep0zgScmpT+AEsFTwQcCBBYgGDJjYKBWnWNWnjBVNcP97Y2YQ1iByMh253KQrU1XyuWoLS0NvZabuXtKpfU7TvbH39+Kz6wwHCyi3b7HZRX/fmr5aBqORuI3Cn4whZyZ0UxrS8iG6BYzfwoycxRmpKQkOSDPOUVRFEQ0lqevfWLetS6/MEff79xC/AgFJyBiVCYNxeul+tLllSSOyJSODYos+dPb8KDl+1YIf6BXcuvZSpdTZkyZcqPncmaDR2b5IJg0mQ8HsZHR/1uf5ykRillyY3H3dE4zzK2rjiMw6XlZa+AiZWCYyPo+3qgHNf6nw/cyIIYNu52jwaDYbfbzcZDKUDWjLr9jLM8jnbGXuwW/HDOq3mRIJrMA5hAEsetPjv+NM6ZMuVPwJk30/lP7LdSEhhMx2WDgn1BviDhAAociawyJ157by6siEE/S12W+l2vaVuzMwsXW5V22eRWCkmwVgzay9lKGobVy9dG4aDvBMHzMuV355fkpSvVUgskczbkyQg2JMALuDIrfvLX8+9IVZ6b8RtFraVgAZaWTEoZIcsEh4GvkF14vVZfrHcP7eF+luTI2KWUsZdfem2ufjEwOiUn2OkTpdw8/kS/ad88IAKc79knHOCbRzTfbvz7xsdnMBEgiCQAgllerP3HvzjwPMy0y8WyH/ikpSRJbDNmw0IKggRrj9oV9dalWkkmV+c7aa5yI43J5ucbqxfbzZYueLFyUFLBCXbfcSD/jg+Bly5+pAe+MyAIvqc9SSXdrod+S1K0MD/b6fS6RwOGEFKGYbC6emF5aX5mplEpBSylFYGqhKtX6u2Z4ZWl9juvrxx1e8ZxGBYKUdRqNS6uLs+0mrUiCq9SQHk6OvH3//x/4o3hGCDB7ECp9vJ61f7sbZgUUSFqtVpNL1CwENaCmJ2FAYEkHI1J8fyS/xf/3YX52YN8yIIGRLmSaDWxutqsViokMk84CXmiazywBezTW/UK8OhJnDubyYoHE7HgVKauab0AF/IK/NXeYWKNtS5THi9eaCxcigpV3wuF4zxJh4nuVZbD19vN+kplZrXV640LBd+4gfbGs4t+bU5TxUif2RrhlEAEjjLKi3PyZ391MaOsNV8rVrUfWM/XzB6RcCyJJFQmo15lTvhlDmrVYuPNrdf2lNLFcjgYdbRvFleKYTP3ikLIs+vk2J19cM87Hp67Vb9zvtWreg+8SiPNlClTfkycXxearqF+z9DE8sEJMNhwno4H3Xv3NnZ7+ciooFC7fPFSJJKdtdv31nb3OvnnN7/a7ysZVsJytVRAoIx43vs6GSBPhgc7O3v7R+P+MFfkLS7MX7l0dWNtc3374NbOwfrNXWsO6mVRUHNB2RdwoJOM+XOPbCZMani+5+yxKVN+qJxZxE4m02dJF99tbnxszsJEEMTEIBZsnVGKVEksvV5fvjbHkKxkKkd9c+SYy6WiDiCkEAznnOPMK5jlS9GVa+1iYT5LPSLFnGdmzwsGQg2Zxg5SCSUEgcHCWuWq84X35q+T742MHVmwsM5ZhmVnhbCAEWSlFBSJ9kr7gldj4w+HhoVmKTLOxtmAVCb0GGSZpSABduyYSfBZvzxT15xlrjHERLc6dRh7qnr1jJ39DY9yzmzw6w46SYIS7BwBzBZkteetrCxcuboihcuyEZB7oXLI8ywlwczGORbMIAWXKBKzjaDdmPm5qEi/lDvfZOTrkF1usqECESs2DhB0nG/17e45erYeeOk5p1sRJqkjmBQiQWkplS+ELkbRu+++zRDxOCdoJT0h2PNJkiE2EMJCEDzte612YWkOl1YuxL/4GZNm0o4kQFoaXzvJrOWrGE66Rz+JNNGS/pQ87YZktgAxc+B5C/Pt+VZLSg9OcG4dWTjLjiEglWB2DsSOHXILVjpfXtIL7QueKISeEdx3NnY2B0TgW6W0sZmzLOREGmP+mob8kDg+T8dsiFlAFmh2pbywNKsQCKEhmEVMKlGCgTRhhuBc5Y6cH9qozq3F1tU3F4w1fkiQI0eDHPEwHljPGgnhNJPMjcdOSOXKM/pGbbVYq4RFddTbFdJ6vk7TlCEZyjowZ8qjsKiCch6UaXH1EuOa9nzp8XDcsTyCTFlkLARIsWN6XE7cZA3n9CF7OuT/WC7pg7yKY82UKVN+PDxpLvlQufeU78Sknp7BYAubkc2TUf/OV7dvb46i5uqllaVGY+ZCSzSjzOamNzj8Yn3rMPVmlpcrjSjQOpD8TTbD/u7QWbxkbNLZ21vf3Njb3ElGiak36jpqzS82ysVAiHjnaC/ubm/eN+uLi41Sq+RF2gNEBnpYpGLATfLLp0yZ8vIxKXEBCyY4hiNmsuQ56ZPnSykBydJIMwqtdUrCmtgYK0loJRgEy2GUBv6+5yVeGGpdItJp5phh3QRLZIljEFthcyWVD3bGCkMS0pADC6nAzA6WiEgSUWxyIql9cjJXvigVCGSZjGNXMirNU8aYOAcpQADE5Phs5DknYX1ztei4J47TrY6/PbgF4UPlJM/Qx/ywpv/17flm6hUwsduXJyeca096fkheAM6UlAznOGdnT6sKwYbBjgUxpNQkrA6HiGLIRDsPVIJljPKMDRHYSWYiEkz83XSrZ+yBp/GyRZSn4vLZLeH7vn/sjo8geOj1AizhQJDWQQp4SgHwA+UH0YOvPM66Pn6qvjLa37m8nTMXTQL+hNtTnirUT7wZmBk02ftPSq0gPAQOUsIyjXOYjImdMwxmso4dIJgUE4gM2cRXslqMlLAKVpFjp7LEZpklSpkVMdNEBSEG+MQUgp+z4vHQ+sV3feOTG5nOqTgPHfR8Ahaxcs4SXFCiYqA9oa1jksQk4jRNkvHxmMFCBEpasi5RGkKxH2qPcqbYiRGJlK0gISxEygJWCNZSaMPQIpcFG4RShwxlpRbOmdQYRwQmx8QgIVkowzIhP/GVEnDaC0GpcUkxTCGcdWRcaK2wlmgiwU+Wkh82teCHfjzrgW/Wv4SHNrF4NT6rjzKVrqZMmfLy8+h47CarVTTZhvmVHYJfGs5ttOMYzGyyg8O9zz/fLLaoFJVX5huAH0WqUgqjIDA23+sc7BzsLAyqc80GW0eS/uTqFZ/7CpzkYAASDsizbNQ52t/c3Pr81tHRiFcu6bn5rN02haJanC3cWXfaddNRv9/L+30kLUQeJASAiUXWuePyyblP76IpU74TD8RqTw7ZvkUIw+T4eHtTsGDHhsjF6YjZMsDsEQeB9gXDmUwQE/3/7L1ZsyRJdh72neOx5HbX2rp6nQ0ADQNCkGQG0aQXyCQ80EwP/LE0ykhJZhJIEIIEQOCARA8GPTPd09Vd2711t7y5RISfowd3j/DIiLxLVVfXLUx8VlY3M9LDw93Dt/P5WWAFBBhODa/L8sV6/dSYfIp7wLhcCzGpWkAIwqSEFUgpwRpYlQW0BLMlstZaLQgZEYNBYCBViEANUSVW7KVJ1gBsVTIREanYFKKkigJsAaM+2Hlt5efFZW273VPVSKTuIlau8kJInF42hdLbTGivYUikdYWuuCdMrWrc2yOuVJZVSYlYRWHtCrDqaBIyAlEwkUAr1bUCoFJRSXmG8/PSwioYE8KMMILJ3Bsm4o6od6uavy7lhY2XEGV5t1Br7QWOCaKqlVhVMWwIBBCzATT0rAQEVnJqfmBYESJiIgUqARGIoAomcM3J3rmKAzfoFipeHVu/4/iU1+idOmqJiACsV0vIkklTA1WppFSGMqlX2KwUFpQqFCqGKCHLbEmqykpphZUIDCE2JFpBQCBVqxthS/0UcVuVz9fG9Zq3dHuF/XrIXTnvEJExxKSGSMpqeTYvCCTqZiErWoIsmFRJrSFRkFG1y2q+sgtVVV2DC+G1kLU6EUwJeaUJKCEyAjZGgEpRgrBYX+gaVhREpXU+qsTN0qJqRaQqVAsiC5KL1VlZVcQKCBGZJFMdQ3MiEKSnUm09LL3CQuCmms7akPXNne8NBupqwIABdxn1aZjW/6sCEFBF3swr2XBdNOD2UAUYDGKAIBArZVmsikLOLo+PTxbLZWU5y3hnZzKbTgzT/PLs+ctnZ2ePqnKPcoZ+J/F5NymkmLdqDpoggKZJatiURTWfr16d2nsLqTQRaJ7j/mF2sJtmBotFcXZanF1YC1QEQ2qjzXv9kH9ShiIDBrw7KN06+vrWsUcxj6Pq2SsGWFTBLJDoWcQgiBIss6paqIgqgZgMlIlZyDKVZXkGrIBMbUJMUOOkHKCEqoJLdSEgCIBATcKkCqpAbpUhgoGyqygTQUWqElCoqCoRQYWJQKQgq6JQhQEB4FpJqlnYQv03mfprWpAQRDhnrN1z+83hKTNfnBujnjivuUl9Yd3qXSlVCrJSKUQhgDKxqILAmqgyo2ISqFVag0qwiJLanNwipQlIlCoQq3IQwF5bn4NeP4f4/fnvUJBrTvpeNJFvDwtPORITS2N55MYLyCv3eS2qpg7O0xygAPuX+S6Kf2vcgBp596ZXYmWtqobcoayoUQUrDMC1ARxISAVgiKbEICGxKhWUgARgBYHIEDd8qtRKZOQzuXVN36hltP2p+y78nHmzp1DIJNb47L0zKKWyAYNUUIla9Up2SqoAE7MzyCRKxJmlG7ZaAhYkgCUCNFE1RElCBjAqCTQBs4WKVKoVMQgqtgQzGaMKhfXtTAIVAFbASJ2GnVUIAOZA2rFKCk2g9YvWqIboUI3UVE97xqBubUufVr25eevg4/t2+PFmGKirAQMG3AXEs/PGxOrOLURVIAASIqc9Y62KoXTgrd4MGgmPXhSCBSfZx59++t/So5IeHOzvZikZJs7y6XSH6NhWFSFJmJgIquSCYX83JQGgumkHA4Unx4KUx4azw4OHP/gMq/Jw79X6448fHx7sTqe5SVK+4EpYdFxVSVmiqOxyDbsDCxVAoBZkqN5L0WufuQ8YMGADMf3cmRS6B/7bVACcUEIE9olINXY2rGRMrrUvW3KskLUqLEpQJz8oSFWZUsP7BqoqKtzEQBRAE4LxhyK14zuTwEs1jqkCQI3+ghMQFVAlgmF2RozuN1VhNgq1AiUKU1kTdTHiqZq6BmM1VwyiiJnaDoZXQ1MAzN0mV1XVcIpPPv8ebDzolrPhVckV9dF+eNFEZEBUAhUTK0jF0yOkABICCIZgnQGmQglMmBD2FUwEhRhDCq3EArWt+luYw2+ypgW6z0vfFNbQu+c7URXkzdOcrg8ZToz/SVCPXCJHMVKbgTbUjFUK4vNdFnhJweronGvKSYRN7aS3hr75Tl0oCiIhKqEFEUNIFApHcDCR27kAwTOnU+QkkEEKIiJWJXY0u4uy13lOoH2urunGTNAt723fuSqJnwakJyJF6JPXodmwda/1V6smJBUgSog53mQSkahA1IWPYGbAaREyEala0MjNwo7EVVWRelgIIGDrrM0J4NSQ1tamXrHRHbErCDCiKbQeOJKw86pWc29M7t5NLqorGbUqSJ3UndZQBDJMAXWH065tmmZX1dfgNN8ZBupqwIABdw0KSPyFACJUZSmVNTxWgVJpMjGG+1bWAa+BsKWgBCazXGWT3d/9vZ/ee2zWMpuM6HB/zCODBZbFuhJRxTifHB48mE33EpN6rYjrtzS3Vm7qnoYHwc+QGR/sPvrxj/Yne8XZvNjd3zvY4TwnUPpqqa/maSmHJtmdTkY7s9RpPqjfy4inO6nO8/06cxow4M6hK/GgTyDsFYOuHn0KcqfkAMgvDaQKtXAcAYEAZ7uhBFVVFzOcoKICkEpikarXrqrJei/7AQpYJatkHSkmILHwqlL1zj+SC+riq8BCIEzK6jStSDxdRF5g2AhNj+CopeY63BMCW9WqeTNjRlKaetWYkCdDVVSkV5AhJu/tBrXo1MVrz3/xlB6Tluh71c1xlKgl52MQBsq1Lppz9QLvG6t0wUOgDM2hExFWUqAqtSSyaObzN8GG45x25W4IUg1e+P1q0sqw+2rfDbQpVUvsbaRoQJV6ep3Abm8e/k5Urt8W+j2ghTo6GT6W27/XqgRCWUQtUJFWBIEq1DQUgydDEzgixevGkSogvu3FV8r3vfZOK2yjoklsO65I0N2OXQ8NDpaYyOmHbk5SqkTslAFvke0NUsSHBKoE9fKCBi9gQOptXdXzZwTAR0ENFI9TUnJUO0ig6o3BK6AiZudXXSERV13z1363qcqqLrB1M483JyEQQKim2WL0U1M9O+nm3fTvsqk5R1HvZSUy1Ry0rgYMGDDgFtjgnqgd9oXDTJyKnc8vLknLqkqUVgf3xsaMAOsElQFvAoLXaLBgk2SSSTbdu29Gewe50jjPZHdHVpcvj58/PT47FyAfTTTbG+UzY3IiBskNyB8NmuHbSwGELX+0qIbf3CaPfPdIQOPJOLl/X7MZVCVNbJKsF4vzdTF/fmnOip1CVqPJzuG90cP72e4EhkAgt1NpF4IG6mrAgDeA23NHYknYhqujTcJ0rpt39RIGDcGhRFAniNUCtyrE0dAEVjAgUCK39fcUjaj3Xxdrh3A0+RA0AQw0UbfiUKVYB4nPySBEYGjQ6HH6mkE0APzDJBTLCZLOSDCYFtbi001ANYvlb9FacEVrlXR0F4iJxCkjQ+GMFXuUF5z1o0pQtonDP7Ye3tTs5mhUGjq8VZSguc7wgjeUKkXpHxzUe6LYlKRgIHE9IIjullgAKImTxG6m2UTX1UvdE1vl7dNo2Hazu9+rlqg660tuLXWsoC0v6PtDKFF/teIYwa0uEl7s+7FE9svt1x9wUmsAvMW6Ut9n9UVghQG5MeImNwr+8Ay8NhzX5Q1ksPYplm12tc1ppL9QMRFc+5DttsY1jdk5a2xdEhUNu3tnVKt+9biy3aMVpGeu6StRuxjNTYFaDgccfhaCb7SWv0F1UxaBgUTAgApZhRAqgiUl8opMG/MMt7+6rGy9uDSUsP9p03dhVIcWAx4+XTk/abS2qq+8Y+hrK3yVpjPcUcvm7RioqwEDBtwd1CtlvUI5NeMSsj47OTk6erVYJkWZ7e6OkzTbpcoYYvO+zbt3C17gZL+2kYA5H0+TfHcXKgmRQSrQ+WqeXCzsi+Pzs/li/2B3cv+jh/f393bGWQZc9wpEhIh7eSv1El/96jcljXjdDkKwgQooQ5btpEk2I0aZZhYsFxdHT48XXz1fLcp8//Dhvft7D++PDvd5b4YESiACs1/KOzv1AQMGvC5iEaUWRXRzLG9KGA1NFWejkUJExN8EEUOcuAY4hQpP+nDzPIpypughNR/klH0SIFBXflZxlBM3kpRGMxIh9hSj5PVTfK5iwYaoO7F0fI9Qs7xh46eI6tLmQlD8+rsAACAASURBVIv2q1tDoE5riSkxnIJ6dZBFxLI3q9TgpKjz3O6DbwHqvKR2zk3BXXtyaFLZaAMlQCXkRYABuCkOlVHLRh3iGtykPlEL36Yd6s4h6gw2nbjoPX6LtTV/YKVXNYw0EpTvKDY5vfqav36Hyl/3pjarsUEhhI4YuFwlA6gGGvoto49yoKifc60ZR2QIDJjI4rihidsbJmpR0oTuMAzfe0gu/yfwHRvX2+lvOjuEGbN3wo8yDDOootaOuykvdnVIi9a6Eh8hRO1UHw8grCh9nV0AIiUFMwASAFAhclbi6sLHhmr1sleO1wqKcf7pEXV1VUUIrYPV7nKh7R8o/hilJqe8DK9cbGnjDPcODePrMVBXAwYMuDsQwLnIhcCqClUoV+XF2enJq1df/ebLb569uCzH+fTxBw/vgxPifGeWMQezjvdq8r0bkGizRwwWqNtPJyYNp1MCQEopC7Mu0pev5pfL9WeffPTD3/udn/z4g0f3s7x3GREFCAyoLleXVQWi1HCS54aNfyLchkUQDt6wecrnJTSIWhfdSwEFGwDE8AfzJgeAzN1V2tPnL+ZPn54C+NFnDz78+MGnj/d2J4nYUg0xWDsHVkOvGTDgjaCtIK9eq8ZbitQSl7bEk9bdNXoGZpAlYqGGoGDvbMqFHaw397V13iaJQ5uxw7yBIcDwfmRqnVANJ9XOzy5RQ7u0xC4hLzISQbeRQlvEwV4Qk2rNZsSyV2uWck7NiQyQkOawWbmGkVatnc8lEWtSMqBKHGkUCD9HrvSV6sYek7ehlVl0Rb2I3UjI3SdpsAyNGrzOlro6Szfnra6Z5p2vsi7zdy1cvgyoiJMG1Qc+hkTl1cjFFECqsinpXqOS/FagDZVzTZoYcfo7tHrelPEAQveKWBt4I+MOq/NmFdxCEm38TG5IcugetQ0doeUpbzMr8mXvYao6ia9unZhB5ujixpx5q/FRT2J+QBMxOzs98Zq4bo6twyB2n7eZX1u7TG/E+3pyrzlEiQIK9d7dpnPay1o4ICEClJ19ONU0XWtYdNrKkXQqPRfrZ/SUynfVeial6E6izTk81lBul8CtYlZJQWtQoVpR0A4WdW4Z3xsM1NWAAQPuAggi7mCgrAor1kq1Xq6W55cXx6fHL14eHb/8+3/4+c9/9RVNPnr0GVuMDvbvf8wTcguHCIi+oyB3vz0ILnz9+QsBYKASq6rCwm5hk2q5mJ+fn52dXTx/sVqX5uEHj37wox/+4EcPP/xwmmV1Zq2Ma9fnZbk+OT1erxQYJSbb39+fzdiLVQoAxlz5ztyugyy8xU4CGPICsYXxT7XWqth1uX72/PzsdL1eVnuz8Scf3vvoowePH+zMRslqvRQkieG+zcGAAQNeH04Er8UwRVBmCOe+4gwHqcP99OTkduSdMA29iDfy/mNLeKgtFQOzFnEocJ6SnFWOAkIkncxjI44g14XD+fg8HUBb34pCkXrEgSslBOd/5CoywUtQREqkmhol0rxcsxZC1PjbJoIoKluZUQ5b6sqJJ0asEIUpekupiLb5c+8ry/W/xuKVC91VnzVR+9feDGo58FayFUWv+4bz/RvJbuT4Kd87HK/acBSiasV2ZeZ4PbranPD7J7Z6cScK0cX1vFVNe/uzKzeOHFUs4Zcgvm9yTN9tsbidgrSeRdiXLSgVbndO18x4vn/HESx6irFt4xOPrA0aszvibjUG6wbX8E29R3aRqDixe5Cam9oeJW9j7PQO7pgw7zBoUAQz8KZk9Y2k7bvje4OnQuPLafzMr3E2wcB8g/FrsLHK0MY37dwdl44irovhvXN1J9BAC27UghQWVBIXQKlq6xCo1oph827NmW+FgboaMGDA3QCTLcvFYv7N029eHr2YX87Xi6WuyupydXF2enR09Isvvvj1N8/HD8fJ4eoTNWxGLYdItLkMDKjRdTJVnwEH0a7esmjCHO9g1mX56vT86bfPnz59cXx8fnDvg08++eiDRw8PdpIstd7f+YaDYCc2MQEQKdfrxcnJUmU0ne5PJtZWnKRNwqu4JAIA9gssAQmDC1tb/RFgtVperqrKSllWxyenv/n6+XJZ3j84PNzf/eFnD/f3dkYJibVZkhvD8dI+9JUBA75zeEnIu/wRKHteR+u99BUjz22528LGdifchFgi6xV2NsSQjpwWlaX+XnNQVGtftfP0zEQQc0Lwh4anQOy2qYej2Q5vT3c9yB3FU6ZiSHNG7qbiFgPlA/IpIOK8yLsyU5RJu2nCx9fTvaLr3m/8Kuu33Jtet3x+jfK8XUSNVts/srciaqI7htBjm8UhfqfKDldRpFEaB71Z+neA61vQuciMy09Bm9Lr42gdsBOAM626Yd5XFGvz3XrlzC6n6+YTIhfg1Lv3U2eR7GfOpjMHrsp/VoJzr0Z1eIAebBtlG2xUL7e1DVfO5MESEIBzRFj/Y445/roMwcMgMcLLerOhsdFba3vqjTcgTfL+e1tzkecWN/1h1dmSqLcdoehiqE13LVOKHU1dp0fmWE63KlH9/B47/LrnaZjwCRCQAAVQusPgqLZKV77Ou4aBuhowYMA7BwEqVbVeF9988+1//Iv/+LO/+9uTk1flaj1Ns1maGcXFfP7tN0/PzpYyXV0u12WlZPz0JQrmgYu4KYqiEKmt7n0cdsOcmETEVpXN81HdmEW5enl0fHo2v5gvj4/PiNKf/OR3f/DZx4RKtaqKJZuUKCFjNh/jmDLRslqvV/OjoyOxY+Z8vS4rm3Lik1A4OhPxjuJVS2vXRAlzBqhqyam1skoTY7BPQFFIlnDCcHsdMhCpysqens+//Orrly+P8zz/8JMPPv340b3D3aqy6/UKxDu7OwxYjXy9DBgw4LuB12BwXxqhK9J7QnPqfbVIErgoqiXK6x9O7onN7Rtla58mN/KdtFPX1sR1iLVaRNnMIChuUFPGJiF5equ50327mpPasBO8CadAIgAMU0pgaqw2G6MU8bOqVRj3T0hrG87uQ1pSbKN7taUsLck85gS7WVKUJvA7W+XDbVc2H39lyhaTeF1WrwNt1COUyPlKsgCgCVHCZOLn1t7bVJWA92sdupaSfJe4vptozRp40llr3gqI5fZ4PtDGG9brl6xHjaUhLzZOE6keT0q+rFAXEI6AOIJza5po56DRSOum6ZRGo4Qxh3LFCw9aRdfCrQk+qCsZAgiGlCAqtk5DRBo5gQrDqa/QunmhfsotCLeYrultj2vqRtHTNkhd/9EQq9rwMqkOTNG6tVOD60vezGMb75maU5dwKUxNrguTKoFUwT5gK6xCAGmY2i1ROO8sBupqwIABdwRUFAUR5Xk+Hk3W41VlzO4on6UZiwA2S0yeZKMsh4i1JTWbgLu7rbojqB0onJ+fn52dlWWZJAkgokJEIiLWpmnKzKq6t7c3Go0BzbLs7PTsxYuji4v5uigPDvd3ZrsfffhhlmXPnh8DWgonSTqeTEdd6gqOkLJqy7JcLBZnBLFVoSrixFkNyvGAEKygLLQsVkV5sVqdX16WaTIZT0ZgO57QaEzWWmPOzud6clKm6Wg6G49ym6cCIpFquVi8ePHs6bdPsix//MHDTz7+aLYzvVysy6paLddFKaPJNE+6sQUHDBjwHYBA9VG6knqtK++6yNE7BOJoe3w1e6WevboRtGPetnneHqSiTZJJu3eFpKR1PleIQY24FbE8G3NMdPDed6ROrVw6hdoKP3cGsVxEVZ2aVXiMOvtBBpREVcl5PWdttUO3VhEJ11v7lmAbS5Zb9ePCbdxR0MWVLdzzvC0JulBcWc03hCJE1HSyIZRg4agrGIBJY9UM1jrspVNGVuW7YQB4Q9zFst5C1m4UoBQgMHfHqdi20S91fEhdzbTGya7oex3FwyiJ05CpB56fNWr+q++ZNeFFNdMcjAybErjLtHlj/LftKlw7CaX9dUtpmpv8w4mC3icCZQhVDTELXDlFVYU8m6vaKkwP+3ZVc/hftrHV3TcYXQm8lfaz3RS1VauitHEmoSAYJSFvlV0vjDcaQ63SAPCnIJ5p1fo/36cby1J3syt85Ncx3KgAs4IJrOQ9Dtb8Obt4re8PezVQVwMGDHjnUICJbJomH374+E9mf/KTH//47OzVZJTmTFqszo6O/uHnv3j28tXSFtPRmKEEYe91BF442rZa/Xajjt9XluV8Pn/+/Pnx8dHl5aIsS2ur1WqpqmmSLJZLkySHBwfj8fjho0cH+/t5nq/XxfHxyTfffLNcrrI0f/Dg/ocffJCP0pPTk6+ffFtU5ceVPHjwYBIO65xNkIp1HgNURbUyiQUWzIXzciJWnIKVABAXsgUEWEFVlfP5+dn506Pjb3/5xTNbjR5/9OG9+7sff7q/t7enVfHi6dPnL5bHpyU4Pby3/+Hj/fxgam15uVg8efLkmyff5Fny8OH9Rw/uTyfjy/ni+YsXRJQkprKyXxR5MnqvjroHDHg/EDbW9c7esdOipKp1ECRCQ5rUN16X8U1SQSOOq74lOpTuz7Y36w2hp6auupIbNhmnhqKKfo7LoxyVqp0LADgRr1/hoPuNgKDRJoCNQx/Wso1XCfORB8nLUXWoqT44+UW9+KNNIPdIoPeCkUb185+uUCurW7KX16sF0m0U5GtP3Bsv5SrZLCbhrqXTQgDN2hgnNI0SwZBz4RwRoEpkgz9q36VU2+tRt+4D3hz169mgY2pdGAKIVDkEiwkdkRr1xGZ/Se1Muqi7cS/P5GcSn8hpJEUJXdDSus/XtFTfI3x2ddVElXnLAOwrqVyVRDvjbmPw9sxjG/kR4BpZVUmZiaBgHwpRObC8cN7b2ZMpjti64hxgE5sz/03vuxpxyxMTAJVOZakZ/30FM05397ZskLcQrSeg4AS+xwdXPbsg/KINexUOjJxduYYpnUHsXcVSfOTz3pBWDgN1NWDAgLsAIUOjUQ7kO3v74/Ho5OTlxx99kBusTl99/eWvf/nLL4ig1p6dnEwfWmMSJRCB6wOaq89lfyuhqqoqItba8/PzFy9enJ6eLJer9Xq9WFyen599++231tr9/YPVarVer/f39z94/NiYJEtzsXp6dvbll79+8uTJYrEYjyeqVqR6cfTi+Pj4y6++UtU0TfZ2d2u9dyIARJy4lZdEQchI0qwcT1hsaq0AZAzYtJZ0BUSq1fri/OLo5dE3T5/95osvvj47SY5eLX/0k4/3DnL5YIbSXhyfPf366NlJkY0n2SgDDtbF+sXzF59//ou//U8/W1wuHj16nHBSFeWzp8/Oz8+fP38+Ho8fPnz48OHDqiyB0dBBBgz4XiBKHBnxhb+NpNby8dMVNegKqWATGywVd34KT7gJJ0FRaT0lEWVUG0WGZBSe2Ch1RAlbD7xBbbq8VSOdbsSi8q6lJYRX35SWOUoaSqRBoNmK9hmQd5nfVkeoawYg9rii7uB+Sy1rSbiXoInZq+6v/eWMNSSufOjNMgy/NM1O0edYKSUSDjuN43gQIh81pt2SHIzV2jQZmhxuWto3R8wUdkdfXJo3pQHeHmJZfmMOiJL4GKCtns+kwV7VU+tcD2dtbuWoU2xQV9taJSZhqX3Fc76K2Pd67K4VjbaMj2HX7RNt7ahAdIQLrZnG/d+rCdlrHkYax8TUcCCxQSvHM0TPWG5PMepYWxdIGkpMztVXq9Yb/1zcpZ4VofVU/63ztpvHbtT02j7c0HXtammkIdZyZF6vEp1yhrrcetzUJtp+MoU7zYjbf6PIncsbfSbEcvTdSlVr3TxnM9iU+u4O9C4G6mrAgAF3AQqQSVO3eO/t7U2no3yUoFyMxtl4MprNpmmSFEVh01L9mk1gf2YGFQSF1/dm9n37qHmrxWJxdHT06tUrEc3z8Xg0GY+nJyenJycnxiTT6e58vnjx4sXZ2QWR2ZntHhwcLpfLzz///G/+5m9++ctfrlarPM9Ho9FoNBpPJmVRWLGz6ezBgwfVD22apv2PZ4gti/KyspdsBGBVEBlmMCAEEQgBQFVBVC4X5+fzk1VxkSQ6Ge+cv6L5uV7MZbG2q3LNq8vz50+/+erpyTo7fJQp8WI5v5yfff73v/h//vJn//k//5fF5TJJ09lsluc5EVVlSUQff/yxYXr08EGepp2YWgMGDHhzaGyApgxrRBIRU5ARppS0Yq5URaiKlIP8Vtpn4bPqUje3LcuGeFlnxTdcGYI3kAgUKzS5fASxqLVFoNVmPaLmX813tREuOR6qyR0xTbPB/JCCLUQBhU6InOYIA14PlgmG1gDAZWZEsWDORK2j2kS7tnsAgoVJXTenSxueTi1CseatoMCGRZJuJLoeLfrmitcfuLO6gfnq9DcXzLalqO9vie/+NbkAuBZUsgrDgDQhsA8TR4ABEhVSEDMziEBEZMgAtTURNTo0kBu66n8TUKfvduv7foC2fAYAGNKEwSSqVZ0kgZB7ZVoCCjIM8lGqKc6rq5kUjfRef9odBrndq9X50+reSuSNv4ipGfGtXlD3vrpU9c+BXKHNbrP5rGhMxqVUFdf7TH0M2dzcrVE9FLR1zXNWtZ6tHzRMpFSBShAZlIyco2IQi6VKuFKjProHkUp1xbkFAXE4i+AqizV+O+2pqc33bc9X+3t+bbtQf74W3Va7Ddrlv/1QpKiQvlGZFFa5Ui6gBUxJVBGq9hPfm0E/UFcDBgx4t3CbAPGrHRlATZqbNAWq2oNKluVsOEmSJB8RMUBMxtlXxPv892bq/b7gFloREbHM5HirNMuWy8WXX/764uJif//w3r17eT5SxWw629vbH08mZMx6tVwV69Jad2xVVOX81UIViTF5lo7H4w8ff7i/f5DnI2vdI6yIkGpVFUSUpma9XpbV5WJ5fHZ2ejlXlZ2El8vl8nI+KitUdlVVa+aEKDHGsAEIlZZJyrOd2cF+cvK8tGXCZkLp6LJYYX5ycfr81YvnC/Pw8WezbDxe20WxeDm/PK2qanf3YL22FxfzqqxMwraqirI4PLw3GuXjyWi2M8uy1HWweudB+p75yh0w4E6ipqIYQKWo2Ba0LqEKYa0MUuhatRIq3DzfOGPpN6eIKYJbopG8qC1i0Y3pgJblXXSCXvtJpiiNtg7/uz5WvDhEbq5xAlCP1xmtixtcg5ETAhWkXoCsH14XjaBUKQtrJRiz7tUSnSC489EFAIgaWyiINTPWxnoRneajKPu6BcIl1IJU4LF6WqqBUktf6Tq0inTFXW1mz8eF25J+K7G4LfUGQ9iIdFcJvZVSBSmIFJJBMxILUSIm76w9MZwRWEXdMZuIEBOTM6ElQnAA6Z8Z0butwsXYqHTfLX0X6tRv5ZzvDeR14PYFikcqRVf8ZwupVApGxcH2NSGwFhADXQMFSEL4QfhIMU1JuqWJSJl+RuF66srRwc3P5PINNtdCrVu3Vjguz1YQWvm1WL72fXFtOlo+3Ye2rvueS1o/LWTAnuvWAlgBJcmadWwICTxrolQJFyWWFVCqEBIGqVqmzXPG9kwSHUX0rCUU09kt9ufqDubeQdQF6vWkcU53sy765tRVXOyrswplVv9FXXiR+u2oEIiMkla0UlpUtEiwUqyZvdWmNG/y/cBAXQ0YMOAugNqfDSAQi6pSlaJYX1ycV2VFRFYEICJ2EkF7Wz2gBSIyxiRJkmVZno/29van01me5wCsLaqqshbMyf7+4ccfffrTn/5BkpjJZHJ473Bnd6esZj/9gz+4/+DByauT9XoNoCxtWVWGMMqyyXRycHDwgx/88OHDh0lC63V5eblYLhfFerVeLauqSlNjbWFltS6fPnv27dERSGm1SAnji8vzJLWVXZflKk1H49FkOptMp1me6+F+vsjGl3NNk0qpNImZTsZ5lpTFYjWfn14sTi6W6X62u3d/Mp1l+XyUzn73d39nZ/rRfL5aLper5ZJYARWpjElms9mjR48+/PDx4eGBQuO9UI8K9sBiDRjwmnDaBBUAQyALEiIYhQhMRcwEhcBrXfkb+riOkJ26DF97Vu+lrvpHeMdb9oaoWfNW8VpTfwt8lPtC23S7iBpbEOpR/qS4RWrqSvy1XmVRJ0ZxpWIVuaISEiEE11eoo2E4u3pVEK8BAaoQJ74XQZKumQCv1FALilFL1qZz7apu1nzLk67ClW8+iofV8HnRC9rYS9yOutpgCK+6oeENKkIJlABADBUEd9SqFmCgqrQQrUBWqSKokhUCgwWiUA6B24KilgLeyU70uA2iaqNXx1daN96E7dhGTvT+2gtq/Xl99D0rnDZ1LrnodVEvrBlev8ArQcGixsd1VOdnk5r0UEBCPALdZmAXpXd/+0axf+7V1FXfdEcuao0B6Lq27rYBru2kreQUitkpuKPLCXEww2sRszmtTMMMRoIQcEOZoIAVrapwh1NCY2LAghQqCtbWfBue0GobaUyVVcOLbhHODfVTW+FdXZNg71y/2BbJSLAhzUYD9I6v+om3J2NdX4wf3lvw1oBrtZWnsdwfVylH7xFRQkhJjXfLXod6fN8OcQfqasCAAe8Umwt9bOVP9ZaCnZ9HbeSE9tbhPZt5vzcQERFNp5N7h/fZJONxqihOT04uFydVVWTZOM8nOzu7P/nJj2fTaZalVmyWZ+PJmNk8ePDg008+Wa5WthKAkjRNjCFowmSSpCiKPM/T1AAgYmN4tVqdn51ezi/W6yLPM2vXwLrS0/Pz07MzZUwJe0lyXFSrNBfVqiyLLCvFcpJQlqz3pjTLRydnebGcL4tLTez+vfGDe5O9kZkac17yN6fV0Vw+frQzme2maT4eY5wnh/ujH3w6UiFVqWxZlUVZlVmWZVkKYDQaj0ajd/0SBgz4Jww3RVugAJADU8mmdievjBoITEUTpVFCbADTECDs3Z+4HbbWEqMGdYdtYuQNixSXbeNiFzELsCE0begeSBAHWtSVW61iX/VxWfrZm47ulRMvajG9prG2gAAlLRWS0Ig5F2ZLAi4R1JgtUGIPIOhlyZVJpoYTyxUzA4pWkDsKoo6KF8a4KUWrOWLDnLaARdHh/02IoivrdsW9TfNvXAwujTvUE4XCXUfCXCG0d8RQ10oEKFWAURgmgmTQ3LJRgGCZFLDgpdK6QmGpEqQACVvnSEh8wBKrJCBnTF+LvbZTiF7EXZfiK12xtlun7wrf1Q6sUyTt7VERUVc7xPde0BVqIAxV5orSCmOrU9YUWBuFKAoar5mNrhkMGGjmlRsbClQb4qN5Wg+d0ldUbf8am0jrxm3RIzgKufyd7WZbjUnNlZpQrrkYX+7gupubgHPXk7fqxw0D7Dh6d0UJ4oKekoWm0JHFxBJVXDXWm5qmMkmqMVQTUsAQkZC0Dho3WCR3Lfzu3LoLhRgXqqFIm5pYNxj/1xDxXfSaD/px9zqsPTVxH9SZnGyhOwPb1HQX9bRbxLwhaL0RkAgosQodmWrPyA5jWc92oiq9NbmrGKirAQMGvDv0zpYKEIMYZMBEzExIEmbDRC4kiyppZcuiiu65zVHRP3moqiOtyrJM05TZHBzuhx+XRXW6Wp2tVkuibH/v3v17Dx48eDibjtmQqijIbVxMmo0ODlvZwunUCxNZa40x7nqWGaLpdLKEyCjLVqu1SYxqRbwuqvnu+Wy1soTZ3t7e7u7u3t4sG8EkICLmPM8nuzPe35F0dIHl+uLVRbk6L3GZ7OQ7h8nBLj/eybSa//2ZPZaDRVpqNprMZpPReJyPR5lNkCAzgF+pNdIREFFjuorn4fd4Pzn0nAEDXgtEBlBQ6air4gT8CuPz3fHFdFVomZgKGVE2smVq14ZcnDv4mVyFyemnqIoyA9BgGCI3EDSuRSxGXpsbY1NUaM0Lkei3+VP9oPYipM2fnhlGu1/aUkdvidtF4kpVWCYqs3LNl+vV5fIMQAWUgkX54KL4aF9Sa8/Pq5XhGcFUtjQwgNNUCLOf499IFaINdRVJpk05mzpyECmp8+HNptStwe19rVsu/FvcYiA+N0gm8nW5Lt7X5jla/cQ6fzT9IKLJLKgCKkAJDB1ZnSzWVBaVf2BezPZyq3p8fn5wkKQJlsVadc28UlU2HOI2AqgdAXVIQxXnzGjD207Q9aOaiCRigOvX8X3itiO2rouquEkg/FBH4tukruJOSd6YlpVZKLFEmqZMJoEmsCBTCZ+tc0v38+QAmJeKAjgt94+qlCkhXbGmRkciUM/X+KAH7dYPvu1a/WejrnEf6Sbb2jCerlIiUFC8uvFL652EtiRxXTei/IA2dQVAoQRR2nCbdQ35qWDAKBJoUreDG4wKNUQskks1MuNz+/C8uigSk+6iPAcsqJhkl7v5fD+xZMVTV9FJhq+CV9vqbxhVtc5HoauXeF/knRF0s3a94h33JN6iJ3cTmqwPzZBlMHlfY5tHONSkjKOdcERdcR3OkdQFlmUBGZ6BNLf7ZrmzPH1ZFGoMrIWt7A19eN0RDNTVgAED7hTC3KsIU7ZyHZaHSZxiMKG0VVkWQIZojzawEDEcgeX+B7BeQel0vnjy6uTZ+cXJYrGG5qN8ZzKdjka5iK2sGGYlEuKkT4U4HOuwAkmSIGw9iShN+eDwYHd3R6WylbNWsaBVUUFwxFQYenz/3kf3732yuzfLx5wkYANQKoJxapN0BZxjfVbOj6v1BXidzPJ8qpNRlSTWns4vzmWRPpaplgbKmmdJapAgIbSc2IQtFwFw7i1iF5tNyyAyxxh6zIABbwJSkLABLKoLnH1ZfP3XL4++ubzI5CLB2qSgdKfSAwvjXfs4gkGDxOan8ISbQckE2q51tX2XHQ/mtkv4G1TDTW9tXaQ2VaTYohkRNDUa9qlhI7QjNWnj275TgkAPde/qirXMAhEhUa3m50dfffmkLNbup5NzfP189ud/U9w/KBTr82WRjEtO1FpL1CMLOT0FbX7a4OB6THi4pqsU7KQlgLRpnxtShr2NcKuo8tc96PqCaEcK7Qql2k4WBEgEh+xEBOJSUbG+ODs9e/HyTJwRIVZFsXr6/NW//w//LLJgAAAAIABJREFU787u7mxndnp6akXyPBcRd8jU6jfNA8Mn1bCae7/8TUfz7qMd8aGABgZEGeQJyreM1xDUiThmKJx1JUEhwV+SysaqHW8N6zZwp1WWTcm8UliTmjxPTZGhTHSSYf+Xf//8i1+d2nIEYAk8O+H/8mX5qiD1fvmIpfaL3/C4fZREPOo7NGjtA86PoC7HvZmfqjq7rYaaUUvKgaC8Rue0W8KrR02dPt4kN64/PQdSv8la46/9bin+pMF3oYFmAEHrrZgS1Nn9JWxgZYxkmufnsv7Hb+Yv5+vSZXmKs2+Wr36x+PzFl8y5FXbUFbbUvWnTaHfqLN/8UuKHQ0R31tzcDYYBEYkLwhfV3D2rIVXbkCuoq9sPvHAs4FYiCtRVIMkbl4iBiWz1SaoN/xSsMOonZgSLTRJSKKcV0Xz1my9enZ8vvf8uIltVHdv5u4uBuhowYMC7A22wTeQPhhooVJj8lOyUWkMcErCJpYz3Ztr9HlAv2I5gOj+fP3t6fHm5AL9arr59dXJ+fLROk5379/ans10iO788q8pysVxmaT6eTLJ8hDyHXz83laJj9yXx5jLPU+RxtEEBlkV5NpvujEcL5vHu7t7e3t7uXjKeNCkESISByvkvYFjIko3Nx+lkko5zxvpicXJ0dr4+W44rM+Y8JaNJGvweU51TfX4LtApICCzeRoEHDBjwHYBImawCACte/gb/4V9/bnZwmWDOKBOImJ0q268yo84wh51s42QMJ6QFEa7WsNh2nn0tNPpwTQ61dqqvBjEB3ET5arQT4NzbNLzMhtN3rfmd5grJBtkR/aZaS5k1ERIkE09dbd4VDBK1WSQNiKAVS8U4u1ycHFV2nhlMLS6/fY5//xfzv/rr41Fm83EiJlnKsXVRO7YcsGswFwpTZJysFRmt1nuqWydwWFR7UO4ERLwhfLYx21STRG+gGHDNqZYGYfCq3hP5hw89wJ2wGYUznBfFBdEyla+pGp2e2WKJCcFK9vOffbm8+N/2Dg4n00mapBcXF3mWjUajoig0eilERExWhYndFSby2x6/hFFLrq+lWOVA6zR6x+G9vHV9itceqxECna0bUUJbWRN8x3NvgQGAKtiCdMl2qbLWzEqSJJcJLXIe59h79U3x7S+fnZ2vnSnmz76QefWP45EFVgKIpNAZ1Di1L/gdgnZq1EtjbpS/Jhq6v/Zo/ClA6nZYTEoKry7X7qhbO612qH2uKbAt6a+G8zC4vaZ90SUgBAEMNAESqHH5EISCHQQBhomtZUWZjL69WP/i2QXmAIAFnv2s+LOXvxqPwARjMkUKFdIeU9mYemsXW6Dx5OyUvSROVxNMvW3g3nudYEMTDY69CuvB5r1bGva2ZC5F/zsSMHhTqxufgI1jerRnytos2lFXHPU5TyOCCZRIaaolXxyvT47KqgJzOhqNVV2A2vcDA3U1YMCAdwqq/1D7ioM/fvZazD6uNBMztdRm6Io1/rcT9dlRUZTHx0e//vKLr778tdVT8GVVmKqcjvL7k9HedDYGlxeXJ8dHp4vFajbbffDgQZJmVoSYzdZg7jcqAgAVEk1EDaxWlbVWVGEFtR0//LJsoBnMbpZOoBWr5kmemoyUZbl4fvT06OW6XD/enY0PD/d29iZZXnuWVO8fFwSY5viwjYGxGjDg7cAJfIkaA7FS4NuvgS8BG83KYud2+RTLd1rO7xuvx9y88fOKBI9G2Cux+vyXywXmBjjkfTF0XF6UEIPE1lJ/g6683SsntrikOoUGug1eX+xNJtttS3m9yn+vjXodap7IwJlhenUVO8PlJDOrwgBJbvdOnq2Pn/0tkAFJGBsuvUbCJ8KHiM4EtekMat+1AQvYzqt8bZ9x3ye6750iX+gUcZpNSnemWaESlMAaJNApkAFnoDOAoCNgB2DgEjyay+oXR3h6dFl7FFujLHGqwQufQtkHVdhGVtToUldoj6PuldbNjuqvKelANFDn3/cJG4rKoYy1EpmvAoWgp4FAsQjFpsAcKdxphEsl9XRT+qdkwA5QQZaXX+EffuUfQigIBbbEgt1GCr4F9D/hiompN4vbUlebvb8z5unK9DE2ouQiHBL3FilJDG9zrHFXMVBXAwYMuEPo35GJ1ucM5G0GoSqivdYNAzzcOW1ZFpeXFy9ePPn5L/5TlikbLYtsd2esdi32dLq7fnlERLxeQ4Xz3CqImTUoYLcy7Oynam2mKEm9mxeAgCzh3SwlsYm1laoVgbVghfPR4bY8QA7aRbIy2V6S5KmpFoWcn5w9eULr0cUXX/36m6eVTSYPP/jgow8e7O2Oje8QVXScVpsKxuLN0DEGDHiLICIlWGCyc3B2cQqtfssYqq34vikWPxGOjRmPEzW2uizPLwEA53KmYoAqmht7qStEE+bV5patRaCT5ruqepzP3TydsmGlQ2hS37BzYF5YIAEmM56MubqUF4CN1ilsYeK2afTUn+sbazM3BwnU1T8RaOP5a+Pt158dqVf4V6AAToAZcBpaZQmcADmQY7qHS1EpzoEMMHVoiXCnQ1DX0aipN7jFLpOwgXhodAu/kVXslKx3//v90LXuKUnEWWubYPVlCD87os3ZWtZzxcakUVOu0u6UOZACBsKQy/qqRrncQbxV1qyTM218aXeLa7wBatST9Mr2JIJYWxZrNizX2ajeHQzU1YABA+4K6kMVBuAs1kUhyk59Vp0/RrWAkIIRKfZKiIg0oIGIMsMYMx6PJtNsMk3TJCFKGGliRstVuV6vzs9XX351nqX5dHLw8OGHBwf3RqMxGWY2iE7cevdT6NdmqgkuF3FmRJiKXYkAUGIxBoZBDEBCWC0BGWAEHZtkb3fn0cHecn6kr45ffmXPXlQvf/nzf3zyjPmjD+8f/vDRvb08iY/gvCRATaF8IeKSDx1jwIC3BFURZ/XHBiTYSTHLk8loxGkuSWqzRHLCCBhFh/m1SQ6pAOR867opXxWq6owfgi+OxpBwkzXZhnaa1ga+NsLiyLmJ9xUPFnV+dlqZ9esgdVqiMTNyvqoiPQqFanAk3DdTaaDxacuDohyDvCvKzEZkQbQcT4hRnb+Sy9OLi9Wrcbq+dw8/3k3Wa7k4F+WKMz9dM7Ni09v3DSiqSJT3C7KzxKGgdcVKjcrV64l5zmgx3BvsXFot8Fr53qIErW9dVYg2BCCjNlFJIQZAklleCVOp6dGFykkJFPNkvZ+efloVUmI0sjtTVBYQEEEEcHop9fM3CkDNB2KogAjM/sa6SKJe3QWAjfyofRemfG8XdQVdgD3XscI1IXQt7UIy+AVeGcKoGALAcrmWFVCmKCtUFfIEl8tiWQoqBkpO8ZODZBcVC9TQKSXnSWYJbn5oel6jddX4b4r2NtsQ8xv9XAfVL4oJICZyfpSI2TnVjrxgcO+z6lGwkbuhZvj10l01TwZAnGFmO5F4l3au6oTGw52vtRIgUluWGTKsbk5ThrISq7IzjvAOwuGcB1oUymAzq+zs1Ym8Or8ELHA4ffTZeGYME6yWReEbpK/L9lQn+IIAGJoCCUJAPQVx5A8rZuNi1IEU60aL46fWAc3rVqLw1a8g7Jzat+bS12a43Cul1gGxf83tPuffP29qoWkdT0ChoOazMi0IRWKsVgmrrZZVccko1ou5zG1lS7UVxL5uwd8BBupqwIABdwsNEaW10OEdo7BzqkI+BLKq+P0LKVTw/phqfw8gImMYQJal+wf7P/zhZ8aU67UljKzNoXlVEhGPppJk6zTJ9vbu3b9///DwXj7OTWJMULmSW/M+9VsgFSpLXq9otbRshAiqJRGMQXPApqKixAxwJSOTPLx/kHxUXCBfoVrv5bQ+PnlxtDg5sY8+LXanyXSUGILxC3vSS6shEv+2JBgwYMB3AA1ByeeXl1ivcf/g0R/98x/8s5/ef/jxKJ2kYnIkibBVY6kVtK4WitR/g6hzDkWiKk2oUG7pnCgi53tXGTm0dST6N+UuioX7LCoue/H+1ltH0DcTSCKbDB9mr/HErJ5e6FHAiIoaGyt1ahTREE4EVWZRTbUaSWFW85dff/nXf/k3F69+IbCzh/gX/33yR3/4Q6kqqQCCkECUyHmIvLY2tfZEz/m/89HjyxmELWgsGt8avky1I3I/hYd+4n24vC3pqtZQ6IW208XJVJFqkopJlTLikkaluVfQzgr3/+JnL//s3/0digJ8Mh2t/vSn+PQRstyk2UiUVWBFHElaMzWAEpOKuqMd/8zwvlwwQSITlaYhCmtSb0OcBdF1Whp3COTJncbZuScOSJsu2VC3SgQl5yycFRnLDnS8xOwS5ytbLdZ0cmJ+9aT8/56UuDhDon/wzyf/8l/8zicHhmRZajU3mCdUkTr+MOa7Q7RKxLPWd0ddBeebfgCByIS5ItDTtJW66sm29tjXR/ZFT49yFKUwB9bOyUVVvM87AVT8ZBtGY0PEA+5wUv3m3J0mex9LYArB79zrElKlTKu945fpX/7107/6u3lZZdh7/MHv/3e/89Pfn+5lnBRKJcgSsbOyuKoW0bztpgwi44rjG/hKyq8/zy0ROTfas2avYsd/radcsd5ch8jDo/N5T3GHC83erAO1Q/ogKSmaBGGdJQhoYcya2aik1cqUl7munvz68z//v/53mV8AoNTYTc78TmOgrgYMGHC3sMk1qPdpS/C+TC3BhlN6n3rgJ/oQzthNmiT7+we7u38IJCoZNAVSgImIDDErMYzh6XQyGqdZauI1zBFRt9ckVgAqJBaqnGUjVVPZUqRStfDUkwIMEmtLWCQmEWRq9zKMP3y43n9UplyZcvlNuRiPHtw/xP2Dndk0Y6MUlq7Wir69D7SF2AEDBnxncKK3ijIZC0wePvr9/+a//uP/6V8++Oz3TDZjpImyUbKqFURVVK2bl0TVuS30wkBwl64gH32MlMgd6sciZWuD3bFpjgrmE/hk2/blHKm1OInJ+2nun/OCocxmdhR+0vrpbkLipijbnI1sTlBaP6YhI4KgFPyjO5lemERlbHXXWnlx9Jf/67/5/Be/wm8sCA8+xh//Dzt/+j8+mGaapybLEmstAYYijZ1bIpKjKHojABrH7XGL3BIUuCpp6wp5Aaw+inB/32wy77+7QzZoFH3ek2hx2RQM1USQqibWsmiJ8Qp5gccnl48X67/78/8b9kWJdfnBh/hX/zP++A8/rawhkxWV29f4CJuAGmYiJdZAVAlxLX+6pZo8k9tQV3GZKXS34LG6hX4S5F1BxTN0QBMtrtbgZkKtP1Lf0YwsdepRKiJWKlEhJSirpNCMNBWlNe8u+cEaeWF3Pv/H+f/xZ7/+dn76fF5gjD/8g/H/8q9+8F/93o4UJ1aKlZElq4UohLiZDWLCNOAmEUs3elDDJtR3UUNuBAJC/XtFlxjrp6n6rhE1P15JQlDnfwcRrZlZccUK0Syj2AvRnOQe25A+taaV95juH0GsCtWUaFbMD/7yz599/Zsneb4qqxl2Dj74ye//0Z/86Wc//axMFhUXStap2F5NgYfA2Qx43o3ZEDFz4q5cVf8r4R4qTndsy8lIrZnV2xtq9uhW6KNF64iN/VSctv5GHa/uwnX/IioosUS5VJNyka3PJ7r6P//tv/7rv/2r+csLqFlbrUTfzEfh94qBuhowYMCdw8YcXG/ZAKiqhYgKmMn5+gauPH0fAObkYP/ezu40MSMRdQu8+8mfrwlUwcbr4WvHpyNdsx3qgiDKSToajXd3d6xNKpuNRplJmOsAvr4MxiSmKgtrsVyVT59cLs/t9FH+4ONZYoqz56ui5On08Uc7+ePHjx/dP9ydTRPTFIlqvbAru8DAbQ4Y8DZADIBYDVUMYDFfrNXy7mj28QMZTSvARR60ChAiGw5wIAN8HA4L1eaUH0DvqFVnROQe3YTkaxcJgNdguUYHYSPnq9V2bzCBxNQVdQSbDZm2N29FfGhOrbSe46ubjWAZqpZKmVg6zKePf/i7yCcuqRLGo5Of/GA1Ga8hSxRrwEDEG6fFxNj1leqUkdo/Nde/k5N77XwN5MxmUd462kTVJnVFxARitUzWeywwGWgf+nD+ij7Ii0cG35YAcC/HwQgPd46t5sR5ZQ0IKo6fdXSMECnIhuXXfQ0USmxEphz3ehe/Rjx16PiG7lu4u6tfw7mE4RcifKputn0DR09YtUogNaQpkDFSYqtUloaXnBXYt3xvsdwbJQVdFBDsKKbp8eG9Jzuf7MKeQAuws8NUQKESfGZpZLkr28rQh26aTf3NZlQ7408364Va+WlIXsthWXcbvO2133SY1mwGAVG/Z/LTCBsIoCoicNpSIVqs0woVVWNYhRMzofHvA9MvP1+lfEoqwBJVkU7N4Se7P/pn+QXy0443vro1JXoNErWW+0qACKytxL897WWdrh0DW1ulw05dn9UtDXU3Ti/Cx9D6Yf6r58GYyqf+nllTjZ7JNgojZVpVo2KUVzrd29nZP5znL7FYnSyWhX1vHF1hoK4GDBhwV1Fv1EVFmNgZ2KvXwgK5mMK4y7uyOwFVHY3Gk8mYmeE8KjRLHfvwNqYlmPQuYrdhrxqbwTQf3b9/Lx8VoEmWTsbjWZrGzmUZUOIkzeni5PSbJ9/+6lfHz7+e5/fk9/DB/l7+7PnLxVKSfH+a5o8fPPrg4cPxaOSs/NtiXY+4M2DAgLcNVed40EilAFCpAkh1iYsKWtBINOF6Smm23v6Ds/NhgBnqQjc0Q7c9s8dWEM3ysL1gHfL9moq0E7/WqtK6rxYtwtS5WR3/V3umMs9eUUtM8swEuUWQFBADEaSGC8VKq6WVQgwACMYJUoCrC5TnwCWIoCkg7fOgm7RKR1BrCtQRmSh+P71z8LVPpA6D2CuV0Y0y24ptNMSGOgURlOqIav3isAIWqLxWnSYQhT1L1/cOlR4RH0NyYN+ABWrFMIOS1K1hTCpCzXuwrXZTbcoZO2FqUbr+u3FqjEwKZe3q992SpnwXIGJ1TF5w/RV0gNxfapGGgAIMVQLAqsJkQaq4FFpYhepENLVSEBItgUsQkJegClX5ZXVuknQJVlQpNPfsVU1dtQbxxm7oagIr7v8O0s/nat2/ur8ybuIw293rOBr3Ie629VM277r2JYdWd380Ohisb7T+MbDe2JEhUGYiGM9bKSAQhjIziIks8AQrZmNTQ1ICKFFcZOmczMtzfHACXAAVYLr9G1DtURXVUF/v7YoSVQVoG3X12ug22La5g25GcF7xiBvNyOFthAbov6nO0ygyQSpIIUwlc0UkTARhLFYA8sl4Opu+ibba94yBuhowYMDdQrShrjWD/JQajhO9DaGoiKp5nxRdv284bWpjTFjL3a7AdqW/Ztuzffns1XHofSxASk7Y5Ol0Lx8Rm3FisnayOEBkslgujo6Pnh0//8cvv7VPL8aPfmofP3zx8rzE6P6HP76EfXB4uD+bJgy1UC+g3bxIAwYMeCtwbk0ScAFM9w7Hkz0y2bIoKlqVpEDGyFUaEwpq3QsLGBduVFti18YznAlfzO9sY1RQCzzbJbj+ioR0r0tdbUKdjliXX68P0CO3yvFdjVCyQV15ga2JbwE1ChHSZVks1ityOmkG+xNMc2YIqiVoBaSwBgJQoxkRNCm21NVTjNrT2L7QHcGe4j9dHbYr30Pjq8dclQxo3s/rz/td0q2+XiMoN7k4Ao5s6pbE0wcEsl47RNYoV7ZcJyojTjIUIyA3sBbrgtLUGBixBICZobb1Okioof88RakiIIjES3RcVG9hGN6QEPh1m+YdbKQ00DRRoAZXlKaT1bXePKDydLYz4RLAgkrhyhKUL6Erq0W1NIzxeHQ6KZAZGKBcny4XmI0tEYAxLEC1B4OaXO+bYq6rSviwMcNdja6hbe8Q2BiA8bTRbhXujDvqFK1mpq7AFfxzU856q+4tVREIdiUFmEghDIVKQZdH1WqP8nE63VmXcwBACbMuk9WLi5M5j0rOLJmEvZraa/Rg8jTbdxybIJ6Bte8Ywv8a6ah9ZwOppqzJO9gKS4D/UVuvoa+cCgMkCqMQRUlJarKyrCqr5dIHA96fzcaj0UBdDRgwYMAtEZ0bNZc6X6yqC0HlF8rXPOT4bUHtOCNshmqhorXkURNMUKNk7U8RtP052kZFefrdlWEzzQz3STKtYyo2JskTM7Zlcg5TXF4unr84PTktGaNHjz/57MHeg3sH49yMMohsFmBbOQcMGPBWESKHKrGFYLUuizJRTPPsXpqNTKmsJgVaA7QtR22S5mEDvTHG9bowHLU1Yle6uMkiQTEHcO1pSP1zlG8cJ879LtRI3jFq18fbyDKvXRXorTiBO3X3ht6MSkGiqTHZKAVVY3e/xfwEImJB4ARIgAxmAmIQbzi+9/LQFXXc2gJXqyN0Rapt70HD/zecxd98st9SEoqEQY2XJ2rJo757hRXPMVZaARYogATGVClfsl5otQAALEsIQWkkykzk/b15aVSAWtdsQw3HEWeOw6ofWpdKQyfyXSOETGi6/9U9v/2Gaqro1hsqil7htSk36ZaoJ9bkh7brecUbVyC4CwcAIab/n703fZLjSvLEfu7vReRZWXehcBINns2zp3tnViuz1ZrtflzJTP+nZKYvkla2o9lVz+7M9EGymwQIgriBuu8js/KIiOeuDy8iMvKoQuEgCJDpVlaVFRnx4p3+3H/PD4QW3ZJQoAwHiwBU7gk6QBUgg2p1plohog7AQAlczmKE8cirivXNP8gYTOe8suhYeGuIzrkaR9eXf8PI9YEJVazkaIUHV+LZ6zutRXYn9ddFbjMKBTNDFJTAMGzQYelQmHhDXHGtRJoU1EzJqCUhVeE0BDv1Tx78e970JEyvRA15Nmc77TWeZ8Fnrxq4k5jYKKkiopIzFhIqUUKWc2PoVrN9fGxGQM80x+KbF49lAl1NaEITerPoDDFW0lwmPomvDm+9z31K9ougcRvPGCkgk8uGbz5tpxyLXo0jM3iEWES6chnLABoEldn5hUvX45OkawMql6pJYsrV2VptYfHK5QuX5qbnK/UQBAgDfawNlL1ggmJOaEKvjQp+GQokqhEAF7tELFCzpubXZqAoaRbFZUilEsigE5D/q6n9RUFBPF2fTv1muH/4kfKBYprz8xzDZ750z3f2rP068MiDrDjNAoAGa0gYeLyIagGDToUEAOKhK/WH6mQt2CgZDTNtRCKoQNmqKRMIEgBVGONdawYAg37HP0+7CeOsGwbwt+FgxX0Hw6ExPzWA/Rnvf877Rx8/DUTLgaoR6CqnMTn7FEiABNQGGDaIre1ZbjMc0AEiH/afSspWQEJk2CjSzG5ZuKt8wudbpI4ELB+EdPpXxmMnzwldjbUsOzedEnRnzBtPucmjIP3VquNXblGk6aNN5EGTElHFosWIDWyiHJBVBJ0EAkQKMKypGWOhFsowFWiYxsMmGu6SvG/71zRzKhxaLWfM4eeVSk9jGNmCouzK+GDgRXxzbOFnQ1dn+iqe1pT+oKbQFalmnJQBgXbAlmwYG+1RkJbD1FXuUIXDahCBJDV0dDrmTc8Mo/c6bYaGKzMI9L2UFjJUyrkblQ555phSQIBVIWAjQEyIYcjUmWIHaxgADMBRT+PojE3ylftgviRNoKsJTWhCbxxpqoaMXswSCwKetYtIAYcpct43iM/+1DR8CqdD57pQEBdBqyGR/FVXZuwHqtQaC4sISlOLFy4nSc8yOUdRTJXabGN6ulYvN8rg1L1ooFZjT+PGnhe9aRvwhCb0thMzQMIQ74fGQcBsiYxLQH65ulSvGdGTFFDmPp5RkNWz+D+UHeUrMtyGMIQHKQBV8WmnCgUViAZgsGfsDediECMaH/XhtWGTh0LDNXvFABsi1aK66ds4DC9larxXCTkz6WIFKcRp4mJR4UwbKQU+mDIlQkaZKYDmpwjc3xT6Od7H8PqzkIhUvSx4q2VXntVpI6XSuHc/g15gX8rfMnLoNVRsfzTyF42CfSPNTPVEA8CpxqIOJGRSw0SGCJymVi+iSipEWaYBVRAV9OGx6EMxu2Vx08tQ0KyAvN5DMOFYGsRL+UWGYqisZ8HEevqAp83LWpkt+qx2+SrSgUf8Xs9E6oPbq1EwAd5AX3z3MwOiDCdIEkXs2YwB2Cvv2TswHr3SvAY6MvSUiavPBFeKMHFWlPcEy9vc/xaDAAT1p+XAe8auOCr8zvsJ4y4OtUheUHLuDxUVLmVM0VsDRi5JnMJqniKTDYwVMlGkJlF/Ik2GSU6Js/7Gym7jsLZXUea5qOhUni2NoQmgThzYKLKzfzKJaCokA2VrAsNnN+CNEp4n0NWEJjShN4vy7XrQnz8lURWFgpiH5IDipvum2xa/SeRlP9Gs0wZE6NdIpVJpbm6xUp1ZXmZjAHFx4uJEQZatDcM099KozuFOV5iGvPfpDduAJzSht5/6IcUBiDhRFVVmMEMpTVqKcYAS+mpZobi+UUGGYxVhA1UC9XOPZTepDihNo3rkyCF+/+bBvyPPjuMWo8cqp/yT3U8DCuKARVX+kzV2DGn6VO7bl6NA6bNMlKYxAVJfnNQyCyDAQE2e4X7wtafUeFwzx3xb2KcLxT4XaYZJZj10ru3nxXh4ASY47YZhcyoa7Cuc3kZScLq5qB8O7/qUGeRwZkPEgEAApuK8JR0MbTaCBWQXCWOcwqj/aBGfO5uGEMSBPy9Gz3r4HPDxKd+c3hhKI0cMdFeK5VH2ba7TM4gM2EINiMEGQkARTC72rY6MwgjjSP87T3yjQslpYPUcitKRaaXDv88Cx0ZQzmfXpChM6chXLzALhphJwQE27UImEBEXeTX5MWAi8kkd/aHFOLeAX6zUdia7Ot/zA0ubeGDUCRDnxLmXAK1fN02gqwlNaEJvFg3IwVn03oIcRn2ZmdN4kAU3ES+d5/G7f7Hb3TCdHoJxRGJ6UcPrF3uwkBubjEGlHDB7McVUsnuSrGAZp+ueXSxyxCqrpKryaCjTCU1oQi9CuTKWI1QCcsgRM3c5AAAgAElEQVQALc0jrI9btIOqLA2pX7lOSX3eot7eCAMFDqJdGU6Um0qM4jSauiUN8BLNFEA6pbZj6u3fW3CVGvLqyW0P0t4Ztv/KTCkKBRaxnMH29V+e44U+7qOmob457wPJKkGKMY5cfb+S8S065c1je+E8sM5w9bNeGKrYj687qYIEuUPqMOVzhAqty69QQecfKNR3ecG5b8Bwi/s3qY/Crt5GSoulKQAlKjrMjXtL/nkE0urjmf3f56PBdr2o0PR87/2xRDNB5qsm+Uhk+FAfdlLJUNJ87IYQq2I9R9yVnwGAnkKEca+gcc6Go+VTgcH2gR+AUm/HgbrJuGdHe/wMJ8eXX4kjJaQhage8UplgIExQhqpfnM/ivb80eiYcnLP68fOmsDf5/leQupzJCOCIwKP+7m8uTaCrCU1oQm8WFST7VBZXoiz4qKabcMF2PlNV/G5djKw02QBTOhNUGuilF7ZIopd4tkhmHKbEBV20qG5K9mpPhVYWZSPyv4udMLG9mtCEXjX1FyL72D2a2gHpOJF6iJ4VGL2PKkkhAE6mag+gPH2IyvONQYuEs40KaGADOuWekbrmdgQ5a6Jiq6n/0iKCNvDvSIUU4+uRAwTDX6YbI+e3FXwBdeDh/j/P1FbGKfNj7ik2+lnoVa5aEwaCRutpXT9Uh2LhL6BtZT57GO/fmVl3FJR/za+MNi2vseQZBtPZoTIKNhRDsRWaUEQxkMVJHzv2Bdu0M9s+/N0ozPXj0Juh/fruG9OJWccN9b+kofK8XdxYWGp4Rp8Tuhq7fLQ/HfpjPXTDuLrnEstQrLphK/lx8MVAgun8xhcC4J6DhnmtqhoUjGaJGGACE5LCeL0Zs6hA5+GCbwaNnbtF/pLpVP0Nx2Eg4uRbQT8ydHWGgDChCb0GmszAt4YG3ERSLSBNuGsUICJm8uIgRNKtWxSZTT5UskfpRcN2P0vmfqvoxZKD9O3qMzP785TwkkhQAVRKC1GXZ5DMVA0iydRS7Ys4/XxKgyPdn0yqaeoxX0Mi8sEvJjShCf14pDJiqnDGzWOD8NKQKtOHOnKUQ9KFLvDuJgWOn+NbKXikGBNua+iFOvB51PqFPHRW/K9w/+CxdYaL5GG6Bt49YJUznl5cmUg7LgtekmNDNOJKf36mPfZOLXw4A2AaeYgyZI+Kg/vMJlP+a7hW5+orLdRNBy4/EzXt/9FxHoXq0QECQExpIPzhlxfT13GeMHAcCuqdz0aWhO+iERCFBoYBabeOFquDsOKps+/lldixVjM/TRiCs2k4XwHGfcbglD4VOh6hM/DCwpyjDEXVIgM7s/AXSQJZZJznWWvpm573NWNKKKy23J82+19V05Th41HrN4CK64tGccI3j0bHbKhvyR/livIbn7XxNPoxoat8Af70yuBoJd6Iak3oFdGw3jtweTLUbw3lwaoG5VFVwEdjktwbPvWWYA9GMCCFwFjPVgpG6FnS9ttJOaKkqs45YwwNGh/5f0XEd6iokg+E//xQ1KglwgvXGinM1JexnY45QfX/cmpXRR7eHFsrB7DpN0hEjfm5jfWEJvTGUMpz+pjJCxWQfxq8jkzbG2+pNFYa6Ie3Pv38vGiNQPnf4fdrv6jxzw5UY2wGvnx7G0ViXpr64g4NX32xg5mzd8ahl4zeOfpg1n1+iHXsPWOrMTpyhSuEcxRVDHOOEYVusIb9V4y2ceyLdHD2jT7rL523wadQET0Zup5e1LFdMUYMpsKDVLxx8GPx29PePvyq0+4YafjrxitGzrcGBU6cNjZDc2B0rM8gOvP+QThVMd7ma7gahZk8gmQO3llcNYVwCwOs83XLQoXZ5sX4txVAeW56A/C5jE381PV4OXoTHQbP2Bxeorx8q+wfneAXHPftLSdVH9ohTVQxGcafAY1TOvwCJQIgKpLatXq4Kl+9DEghAC1nn/l5xIufIXmoptVq7ezsHB0diYgxZhSTSrGqNHeVAlB5Iejqpddh4Y3DwnQuaI2eSKaolZKCqJAjZRBKS7m+z0EuIpVKZWnpQqPRMIZ93KskcdYaTGhCE3pFpIBTmL46fa6HMkQny77WX8ipVkbEKEQ998LAGPaTPZid8w/V4jSONbBrkBaYkref6kMDAwptHk9qyOZl1Bz0maDCj0mDlhfnut9T/sgZA1lUm89olx8QOXfbB9X7AUC0gC3SGfpYEZbM6kl5gUP35O8qKPl9LHVs8QqoB2sJoj6gYhqzZ0At14GGjNVkT10qStDMKXTkkdGh0SFYinTsjj5QFvUXTfHb/JBoaIM+YyacMaxDM7CI7Iyfls87ZX9M8nVx474ai3IqBhNIDBY24GqQzbHnEVmHp6WOfj3YwzryLQZHkwavjy3wOekZDfoRR3Uk78G4e8Y9ddqQFTHh/pzUDJPOdistFMLZmi9GpBr7Xjyr9yeU05sIXQ2w2xehZyw2BzUjoNUk9MlbRJoKPVBNVNMghWyeKTBN6A2nnPmnWBQAqMIlILJhSIZjcaIKwPmMGJJvBwpYgLLfzzsHfp5zhog2Nzd///vfr6+vx3HsHeWGeF0uRCsgqkwkLxZtHfDR1WXQquuZDz4zuHtRkjhNmMpElL48nYksfUnA8w1VMcbOzEz/9re//fjjj6vVWrVWNcxvgSH4hCb0FlJRcD/rriyIT74N8ICWntrkpvlPB/Z5zqwVBmgAihhhH6NsR3N+lXmFDFe5r4TSoNKZIxzP1ubTx4qeSmfDIs9NZxdV5KDn2fWKaNFpGMIY7e/0O3NPOc2QnHOWlj3VD9DDgFdP+fTHi7OAs+DdMvith9I4LZDyxlIKjaWtoXFl5h5EuZGhFoqlszt71PlvzE3DNFKQFrPjqT/FKZSWbYjZxewdY3AWBQCmQsS0kQmjg8UOFTJct4Ka318pGO6oM1Q2PeN942hABngWPRc44G+Wwvw5oy59gCJt+RDmkf8ZmP9nNlGLuGJWfsr3igNEBZAxr7DvapMtAc1uG+1aPmVQXiUNFZ2dPbxikizQ4VlzZgjYGpydGDen9fTPYztOMg7BhaOUnxyWetuF3ZeGrk4DCkaH9HRIwY/iaAxd7xbb/1aVACIapw6dptqky1v7G5AD0BONogjQwFjDhoneXp/PXyqpqvR6URypoVKpVGLPin+mGMQvgVTViSjEkQEZUScSmzhGnADkVGJ1ZLhUDkthSEpJLy6IxgyYVAnwWsfzTYQXQLvedFLVJEl2d3dv3br1l7/8RUSstT7S02h+Pc0FoRd4UUGfe8kKn1a+ElSVKXMUGtID04+DQkgBuvKglUjihaQgDC8uL1+8uPz+++8BFRUBk2HK1OOxSteEJjSh5yBRHQ0dNUqpxJYlBfMAtF9+A7gVKQAiztWsPBYVZVn2MEb4g6TxsCiNRaQYgtcH6gzNXZXHrn9KmzKk7wjBp8fCcMCrMZrRuC54fdxmSG965nszuZry1OkMLVqnDoncOTCig9eKWYJJUwDytAoUOngAeNH+FVKopEbWags1OXsTopGsan5IDTQTIdRPXM13HhCy9DCDfTKs56JfeKqsjDiw508WwIdCC/tlKk5bL958auw22NfTh3of4/uF+vOBXIYjKnwobVhSb8bslHz4+XQQc/OvcY0blgNGQ70V2l0ETQrd6yNY+lSMA20/e29+/l37vIkCh3CrZ+u9OUxBGM1OmENOhTE+jeWMr50/sPcdKYW1aaAWsOp9ESghJKAYSkAADaEByAFJAbpSH6e7gHlx4a1DOODLIh7jmeqr1r5zaVbGx4wrvjp7ZGw5yLaYnKuNu2cMQAsAYKjft5hgFKxpz/pksEM9+zIS5ws86xNtv+gLf3p6OehqiGmf586RDlbAiYgKE0uW4BeAKoyx+Q3FsdFBA0w6S8xIRQUCFCroKuJEzPFh7+DwyFozVa9XK5VSGBh+4WkzoddKmsVpTVzcajWbx92SnZqdnWMy3E8uNzjVXkwjn9BrJmJj4ETVOafiJHFRm1sn3O4kTrpR1Ol1hVypFIY20MQlUcxp6nXyB+9FVqwYbx//yyFV7Xa73W6XiKIoiuO4Vqv5cFc/yutkzE7wvLvjGXXrKzv5lXOdD2pWEdfXCkSYuVKtlEohGyb2Mb9kwiYmNKFXRVn6+XNQGrlQs7Rzg7gHpXAAZ8yBCExQ9Vk6oABx3+hlUFCEAC7jFbk3x/gKo3+GOk7h0RT/UspVo+y6eO1fMi19kC/lmk0OTNCIBPs66XnflwMludJelKhybKvYX0V4KAcV08T3qRsoMSl71X6Q8qIynLBv0JZ1XR/r0MyQ6tkDm32WrEG+KK8m5PcwYEihJArnXcOyMGHj9NbCMBabrOr3w1OVSh38kE2o8yApeUPyR4tAg//Th4uym4fgoaG6pbiMksetWMEK6+VpAkNjJc1Wog/WMRwrnPpv6o8+QbMhpsE7i0ikFNrFgII4y79yxrAOEWUDer7b0zeeXz7RcQNEI/cAGDwILLS9zxI9KEc6CGGeo+oDt2WrMp0IDGWF0RS6SgAhikl7BAM1EILaDHjPTwqKLfIfXKGZg1XqY6bnq+3rpVzYTB13KU322QeeMoisz79OGX/K7F36XD7nc9kNMm4iFJaiQlXJsxuwggSsSLEMj0sUEo4O+RX7N55/dr7kJvLW+Zy9dofBIUhB1R9/WWMJECeqam0AwLnE38MeE1YxlGUnABEhFXPGn2pg4DUpp+w5NE+6x61jPdqXVqtXqVQq5SmwIX4THScnNJaIKA3II6510trdPSQ9jqJkbn4+KNmwxNYik2efZ2Oa0E9KCpA/86So3W512r1O1I06LT3e1+O9vZ31vb2Ddq/TiTpJ63hnc+ueuOWSzlXooIwg4KBUqpRmAlMtl1GuFEt9Jr3MacdbQPV6/erVq81mM4qiIAjyLHtDt72M1ZXn4alaOIhVvRLoyqutvjQdEA4KOk5mkovit/0CchdjFXHG2IWFhVq1BpDfdLIniu8c1jAnNKEJnZ+edZauQ/8MqVAezNK+QRVUhcEgSk8rvPSfSfnpSwsrVrxyfQ5l1uuDOSSQXcnUylRdzJpDqQJD6VM+qBEBJNl1yjWTQiup/+cFEoS9cnph5lbUXf2PpJdPNW/oX/f2OwCgVsmS8og9Xu4fnmFkKUbiAQ4GmUKx3hzMFSozdmZlxjKUc/XMPTBFEHz0IgOEUAYxKaVQ5Km4FQZBhLH9w+fu5OLse+adMrhD5T99qTcHkk6v8+hLPXqVmUlp/p0SVKAyYHumftllZim5wZcCjlL4I12jIOMRsf6DSoABVMml8HIaL4wBJrDPLj0cBODU3jxjjF4VnadwAnKTvTG1KkIhBezkDElj9GIefM1lHC6bzKnZYNbJqXVVPlU8hp8gBWSHZL187IqcmAbroIOfz9knr5WGUL3ixZw/9TeLbIZTcTTyZhdAKz+V830n75f8WR1nU5zaDvb3lv578tdR5tj4TDTtjPa+/DC8dRZYPz5kU+Sggx1ctFhLgaoslRgRiWoiYpk9TMHEqhInYk3AJsWt0uMWv/v0Hd4zdWbgpU7QOm5trG2sbm9GnWaFubK4GIqwOD49jN6E3kTK9FONo97W1trRYXtv8eBi59r0/GJjpjFNMH05s8B+JkP8BhOBFBIn0dHR0ZPHT+/de7CxtWFItXmsJ8cnzYNHq0+6vbg+VW/1Olsrj5PDnUp0uLt2P+TEBDzVmF6Yv7q8ePXKlQsLS1OVCk4RK39BxMzW2vn5+d/97ndXrlzpdDre5IqIxjgMvlw3qQoTE6AyzvjqRYjyCAh9UYNSd4WUpCgtENFAkHUvJhLSs2JvVhvHSZzETFSr1ZeWloLABkFgeBKdfUITesWkKv2YQs+6FxkcpP5knyAAqSr1ZWoDJiKnqkoqA8p6rnJwAUjxRD5OPEBMQwI6FW4rQkwKb0GlBGXNDHMK9w2oOsQKELHTNPsgZXZb0EGhw2d3HeNp9ZPQ6P44tlYFgDBvN3uTg2JqFO1bfwAelRhUzv0np/DRy50SSL3nIOVWNllpRSBMAAEjVcLT4fCefV4bj0Bx9iCPSHr+7Q45ZEYliAUMyEAdvJ2KOmgCxBA/ZW0uZhYyM47rqAHd4VTF/rTxpoGJd8bOWSzZgRIATAyQCDGxKkT1HI5XRTClGPMLADEZJThlBTGD1amKQoEESIjBBCgxDFRIPYgimtqn+A1WCQJNQEkKhKXrD4ABjIIBp3CAIbUgJVWlBJQQJD0DI1Yw1Hizrzw051m4lY6O0TnpuVbiKEA2DDgWcCs/c1jBlHIg6X8DjEspMMQuPURlCndSNv8TIOtkCqAGMFAGE2mKTKn2iGMmAAYCIAF1gQTkQA6aGgP5ccmSHWUAYmYamcGvnML4OhY2zar3U0fd0cEKsVf7BCavYHZbfgMyTnPWPNCBEcvHMPWxVLCqENzges/7iCE+hZBk81QLABkwuMHkrxgQbftvH6VXspdMrK4GqShT9KmPcnZ7PZckqYeQSjrYxEyUuERVQxtYY8IwDEID7yHPpILEAYBLxIkLwyCwKbBJhXmJAsYhaEbS2tpe/+67W1ubEcnC4sLVhfllRmDJmkmcq7eJvJWEGmOD0Caue3C0ddA82j46unLjo0sUWFQaqd3NoAv3BKB8s8k5F0dxq9naWN+4ffvW+tqaITVxbKJYJe70UCpPLdWma9roJpWFRj3uth8+2GfENuBSuXrpYhtq69OlxmwpLIdmYB/JGUPOJEalkJ8hWWsXFxfn5+e952C5XDbGOOfGQ1cv1xnPzOTyHEVlwQe9LCsqPnWgExF/TAEwkWqhykqq3tBD+y4/gKpQug0pEXknyjiO6/X69PR0GIbMXgHLQ9f/QoHOCU3oFdKQKJwqStl/g/cWhPxMZPSyvJN+qBH2QdsVZFK3pWJMKQ96gfreYCh4eRFU1Hs0p7ahTJ6B9N0D02cYlAb1SSuWRkvxNdQBIYKQu7ux+AYq+bZ7/2Mfz4QgABQkokSch6ZQpC4nJtNMXi/rkcIOWARlhgCa1Msv1UsFIIE6UGaBwMb3U2Fj5fTxgkYP8oCgY2ZVKASqSgIVJcdEaax91SxcukIdGGn4Jk3SwlMLLFJhEKkKsRInUFVJU0+OkpIDnJASWVYGbAERULieaETsCD46uYGoh04L5hJDhztjXpM5BBRa/bI0OhxgFiBRhThSGCajKkzGGpvI2dYTNPhBQS4DfTzsRaTMMA7IkBE/ewWk5JV1sCoxDEOZhJV8mJd8VAiO2INWsUJARhREYeqBKJwtI1YyBCGyRLFCAWUikAoSIqOAiiqU2fo9/BT3KXpZweW8lM+EQigo7zYpUgzoleNsml5jhSU4DCRCTdlSBvdQ6ounzpubQSWFaPtxDHI3UG88FWdGVSYFbQmAAAmRI1KwposCNoOlksIU8BzOAgSyIIY6IPZrV7QgIasCSmyhnBknKgbWxU9PxFAArjBIPqy1ZhnH1QOvwBBEgIErKf6adXl6ncEEyaIY+ouSjRipWGiiLJkI7dMcxKqO1AKsClWnIDaa4VaWoJK+jtNNBsi9N4vZCQl9488zMaznpR8pOv7roVcOXRV29iKK6DFdzXKLiIJJnezu7BwdHvV6vVar2W63m61Wt9dTQFWZuVIuz87MXlhaunjp0vT0tGEyxhAhTtBpd4+Pm6urq8T07o135+enhvIIUC6OqEpy1O4dHLR2Hz1cv39/M47Ky0vhwsLC7Nzc1FS1Uv65668/N/IxjIxhV6tVLl1e6vSaD55sru0fNhMWrlZouRGGGR8fXOUT9OrNJbIm5DJP1acvXbr0xedfXL54ScSFQIktEyKXOMsol3tSdqhUw9BqInFHJQKB2NTrsxcuzjamK2yJUtY/urNS4ffPn4IgCIIAwNTUVJIkPkz72Dv1pWWQlwcCh20iUhEwzXsIIBGJktgYCwIz86CDfyHSQQZdKVSFGKkEwgxwnPSSOKlUqiNq24QmNKEfhYhHTAoGvydwbtmjEIFTZSKTGukQkZK3qHIOLksR7Tf5Pk/PbPAzDUHJwyIKKuSh88wk1QeIfP6fNOiLAAB7hIsZUEl1SIGANbPlptRFjSm12iFVgLzrh1P14d6pD+grQZnYgzP9APO+OEnl4tfIiXTkMw1vjnnQ/PRfl33poxcJSACGJpkvGGWZUqgAYGWtTLlwogIlB5JMOfQWIkJqmTg1HlGTBeZPgASIwElaN3WqjqhEHIoSyIoaOANKMg8pHWhFWglVIoWBmiBWSgQsMAqKgSRxXZHYGu+qloB70ATIzCqQJyQfNz7j97xXJWAUVWwPMEHhmB2pcTDq0iDQEOdUQdYfz5xSn6Ge0XzmkZI6zcBeZRYipymAp6pColbFKBRlh5LHEEmF4YwCSo6QkCopQ0hjQwngvK2ckhERUSgZISsKJX/o5DxIQ2qYysQeBYuJYoETOJAhgooyggzSHh0DyvDjH1u4Hyrcwxjea8/lbIiIAc6CNjPACkMw2bLP1eEMFRKBsYB3O07AHigkiLcxZFCQuQRqtmq8XVsOhAkQgYwSg5xqxJpABYkFhUSE3CWTBeogSKFbGIiFGihBHfyqhEoBklf1yDWJEilTuqgFJD6Wf78rflJSD6mT816TUshc6iVbQ/18taOybhprLQOJ8qF2BJedPASKQFIoN/H5uAEAnGKEhEwE1Qx6SDkI+f6i9H+GIUQCNt5iSwyUFQp2ua1NdpKRO56nUS00PfzQYmDfLC/ocxlOpULy22ZsldMrha48/KwAm0xnlHSfAzJFUpM46nZ7cZw0m621tbWdnZ2Dg/3t7e39/YPdvd1WqxVFMZgajUaj0Zifm79x493Do+NLly4tLMyXSiVjgm4n3tvff/L46a1b31kbhEG5VLpRmwo542t9iwICpIu42dzfu3fv0fe3NvZ2eX5+7sKFS5cuLV9YWqjVBhg55RmY3xbt9heHxeTrVZi5Vq+9c/1KLJ2NvcPdtaNHDx9aO1Vlmq5cnq4xGeov/Z+eu07o2cRsFxYWq5XqlStXT07acRKXgrBWqQBw4hSIVZQCE5QkSRjCBBFHREniVKlSqU1N1cMwTe+QazdIP/yylkqRiOgM3AqvomteQQmDSFS+2AciWBETGdW+lbU/6igmnh30L+BBLinWWGuKG9+ENUxoQq+ThhSezG5CMz1UE0XCVGaFEhOpITIKK1AgEjgf3ZuU0/h6hOyse8AeQBKmxBgrYCbui3YKAMIQSkPn+uSDAoAhDs45NmSNEVWXlcoQk0beghAkjeVFASk7ByIHjhWOSYicr1J21J9mEmFShUvA+SE7p9UmnwbxdbOiIWSkuFeiHxBHOU1hxuqcYw4orCLpatwlQ/CmNmqJQpDnqzJcFKcBqijV77xCnOIXQEJEBipiSTjzCffQIaAOlIDFR+bXOAbZ1OjHWVEGqoIAGin1iGIiFacAs+Fci1RigRFlg4DEoBejRAicoJtozIyQQ1CIhDNnHgcCxGcwhE94nsVXK8ze0/c8VTnTAOq8o0PwbpUeR1SFY4DZMldYygmciDOGROI4ikxA6eY4sJPmFZa+ayfyGGEgMlAQKDCBghIXKZxC1WMoAIEsURkO4hGCckIGcAQlJBCCsiGO2Yd6g/WaN1sQgy0ps7IPWq9gIaPklEU1UrAlSxoQGWKjLnLaJmKhWOHYwiURYi4zM1unKRAw2EfpGeXZGRhemsaOtKRWMhlbyQw0GWAiA7AKk0djU8zXQw5Ft1a/vgiagH1aQDgCSEhihgETxKYrhp3naxAFBSlSzNmAGgNymsRQh0RcZNhWqBrC9ODaoj7hABMDakBlhzLIGlDmdes190yHJiL1XDFR8Y6ElJq/pycGuZPvTyZB5aPCBEUC9AghkRGBKIIQQkgiiCbMNg+cVpQHNfvPtyEL9J8msxYgBiKFqqs5qiiDkHCa09GH3BeGc0SUWogq0pwhkMRAiUyi5BRk2ONW1gKKGFAgAALHRl0AFVJKTRzhMogNBE73RDgRZj98UFVxyr9gf7FXbXVFEBHOY47kvq/iwKRJ3Gy2Dg8Pd3f3trZ39nb3ms1ms9nsdDrdblfELczNz8/OdrpdEE1NTQGIo3h3dy+KkoPD4+vvvLO4uDg11djb37/z/Z27P9zbPzi8dPGyKquavt5SqAwg0FbU3N3f3N1cOVp93Ito6eLyx5cuXpmerpcrw765mv1+O3Tct6y6r4r6g1atVIxtXL22vHtwFMf0w921k8MoNNaWSzcuz89VmC2n4OlPIBdO6AWpXKkQc6VaF1ViIiLDxlhrmIn8YKYJfPIQvgQ4cUxsjDHZcekvbmWcSWcfsLy81RVeWW9rUZXS9PBKAbLMxOxUc68b9fqF9yQiZL6BQ3UZuDLoGDhhChOa0I9CPpZputjkDOaQL0xvVSGBVYYGDlaghMiJYQ4MqUMvAsLUUAAilDrnIf+R7JCcgRJzyMzEsePEQR2YYQMfaSlVEtI4FJmsagyMRBR3SqiWLHcSIjJikXhlHCCI05gBGKOqobGlRCiKwcyl0olLothpEJBlkXR7UhHvTiQuIeVSkCbDzRmcMSBG5F4bNxp6DRX5bXbFQyUOqW0rgQPAqEKlQVEd2lY9Ik5gBb1eHHeNMayBqmQu2CiAJgo4YoYaUMmoESEnkmisaANt5lgoZnUWQuQtRAziGIkDlxE24gTGEpcsacdFbSZykqgSwUIMU5WYJEU+GSQ+lZuo8/Y93v7NSWwMoxKAEiCCi7sJCTcCVAyV/cE6oQvtARGQwKSTKTUELIY86x/JD3ZsUf3ITl7OPS6je1aKnVHqw6qiImpdUmIzo1pz5BJ0IncSWC1VQ01URQ2Z1ERjSE1PQSvfwz5MmGS7YaAaiFSYA8NdQVsQKzkQBUFoybIwYoeEoLOxTvdYne0aTkLqlBVIFJSE7N37LVEINXChaEXUJBDxpkhOiGKCUzhCTEZUjEOYaBVSNaiQZdETQUvQAioxEnkAACAASURBVHVIYyZnrWG/QomURvsqywU3mBLhR6D+SVlqY8UGFAIWsFACWYChDpKIi4iVCESsqqCkEDGdMysqgbWpAScsUPWwJIxhEidNSZqisUl6ZAAOwQ6UQAQJQcpAHcEMTAXaBbVhhaQbRceGFWRAoeFZ6AVEVrnn4F1ihSFGFcqqlZiqCrBGJduDtdAekhhcYqpIbICQjAWJJsdAB2qglrLshEqep/3E8rU3pyKAVQ0c1MHj1gACxAJHEIaKGggz64gfDrIVYrOzUNEYEBULNcaACcxQMgEhSCBwAoEqkwkCA4XtokrQzIHTEaxFnJAkGhiogSMRKInUSyELkh6CAJbRi2HY5wKxKSKpLgUNAaTeBoAgiWNVZSK2sNaAkTgRaGoEl1lonJN+HjrRq4WuSEFkTHZ8lrNfjV2iLmm1jtZW1p6urD59uvJ0ZW3/YB9AGITz8/PvvPPOzPT00tJSo9EQaJw4EXfSbrfbnWbr5OmTldW19ZNW+9LFY2Pt3u7ut998++DBw+XlywvzS9Vqo1Q2o/oKNIG20D083NvaWFlfebLXbVcXLn148cJ7S0uz9XqJOALCsS3Jsdg3fpiLOVPOvi+lN75FZ5OvfiobEcJyUJmbn7l+dTk6SfbWj3f2Dh89XTPT02QovDjXmDL9sURBnHjr++FnS17qCoLQGCeqYFaAiZkNQX1adIL64LgKys5F1TAhi8b98z6M+DHm8MsX9eoq4/KNKVFvB504aYMCQ1UDKCkji3eDtDuM6W84GXPIP4+eUAwpaROa0IReMw0Kax5OEhjjLLnAJfaky+2gHXWPu8dCYgMrgqBcCxcbynAOFjBQiJIYUzw5T9e8GonZJXBOOto+7rZabRhbqlY0sLZWCadNao3tAQqIoAXpSafd3T1OUE/C2WaMnglNo4oSQiBkGGJWZYhVdYmzibhmt7V7CFJbKx8l3SMXB43pxsKSNdCk30BD3Iu6obUlGyRRVxJWCXqRgAwFzAFea5pr6tv0jPta+z8agwhqJDLdbtBu27hXc3EF5Iy1jRnU5pjKbLmr4vOFU2baUxDJRUAJiDUpudhGvWq3HXZiibXX7XWMTerTGpbiSolsIJAIsKAyVF037Ca1rjYOWo6NzjSCXrTnpDM1bW0AY8kQwSGJEMWVbq+cuDJxyblYNTIWxM6ARRLHvZiawlG9hqWAICWYykmrvbnfS2SKpWFRtrbL4XF9qhSWBBSzgSVWIlblPD5zwbL3lJ6VQsP5fBkGh3UX8sG+B54ThiNDAnPSK7W7tSiuRnEYSS+BKnWmG8nFRq3sTaVSrcDbahQLJ5B4H0wmR8SqlKrMCOOkdNRhJyiFXCkbG4pKJOQA44Q7bZWTUDvVk6h+GJmO7ZmGq0yjHCYzkGljAcdMkABJgLjW7pR2O+EJT0VkxCRhKSqHnalSVLU9i9iKM5ZApqe2G3OnS+0uCCaw1YhMJ0mCUKfqpbLplqhnrWFnRBVM/sCyOG+zJa+KfjCjZ9ILana5qRQbkKpTcYHEpV437HUCRcnYQKRtTbtUNibo2UBhRJEQkEJXaWSxbFaIgyhQAmqIaq2m7fUCMDt0e72WtTJVN2EgNhAOBRAYghiXWHXTLprtdapxHBCHYLblrnLHGK7VS2CChqCFbmfuaCvpJSFsHRyLdJjjsopVdBB22DpEjN5iw81URODYhq5bb59Uut2Sc2Vm242aifDUVGmmUbashB6QgF9tdLF8zDhLHfBs+d2bZqZugM6xi7TX6rWacU8SF6qtUrVO1bKW4aNz+Qj5o7MjtTEjWDhEXZJe7OJWp9ttK1CVoOqC0NbCoAxSCEThQELqWOMS1aQn8V6zF5mEzHHikoBLU9VqA0QIuGwJMSdgZ8WZKCn3qHfYbh60bLnqlGNBtT6FMscBhH0tEmYfkpE8JzVMViTutKJuFJbKCANBiQLLxjhJFEpEImpGYteOJfoZSbuvbrckAD43BICsgxzUxVHS6/Y6G+tr62vrq6trjx4/WVtbPzxuVquVxYXFubm5S5cv3bhxY2ZmZm5+vl6rk+E4jqM4dknS7XbW11Y7J8dbW9s/3Lm9ubEZx253b391da3T7t54d6pSq9sgNHaUEwnQxcn+/tbG2vruw8fb6xvHtdq779745OLylcXFShj2TGZpKTCvdCm+RnoeuPXnZYSSOV3D1kqN5YWF7nLn8MohRXuH+zsPVjdrlfJiozZVrRL6ruWefl798HMjSiOZpfFsU+AxC2aZmdXkeVz8GVAqn/1yhvWVz+GXtEF6RTZuKpK020fHhwettktckDjHrLOz1Xo9LJeNCfq1FXUQNoaY4bLkLqLqE1YVBPax9mQ/lw18QhP6GRApyPukOYuYojZ3O27PPfhm9e7DR3vtw07UjiQuVavXP/zo8uefNa5fJQKrwHus5bGiPBTFgMIgQdxOuq3mQfzw3tbDO/ebB4dOHFdCrZRmr13+5G//bu7SvPG5yRVMXXH73ZOdjduPHnx1P2lxklS6VO2G9anLV9/59Ye/emexUgMACxgXhyJJJzrYPrj99Q8/3LzPxjkbt1moMXX9sy8+/dtGo1F2AgIMDCCiWiqFhpz09qR9tL/RvP/DxuZuc/bCpaV3rixcWZqdr/XNY37c+LlFg6BxpkP5jw/yxQZJaX/XPbi/9+Bea3MdUa9E5gT28IMPw9/93ZVLV6vERARiYm94Mnz4Kz6WCLnwaBfffbt++9Zuu+scx53eLgX45Av73ofTl69WSiWBZSRAYiGNzkl491Hn9r2VOw+2XNSpV5Vsuz6HTz5feveDpcWFUhBadsHxQfTXbx5+c3O31QnZTjlJnOsYFiJhhMZYsc2YD5ev4ZOPZ83S1flSA6g8fdr7xz+sbO1Jp2U04bDWrU+ffPDruffem5md58Z0NVHHQIlN6sAzxrNjtOuQRlhMHQafAZIUgJh8/9TCZswAEbNqQgQmTly4dxjc/OFwbX3npI1mdHzi2raKDz7Cv35v5sZ0rWx9WCXOB7CQKg6AAxwoVjiVAFqBlkCVblS9+f36+tZJtd64smyvXJBGoJacU5FE2h3d2XKrT3srj/f2Dui4Jy1zXFmW5fdx5Rp/MFs21tZJ4QziKk4aqxt888HJ7e29HdnpAiZMpuqd65f47z5butAAkm7gEouSagVJ5eiI7zw+uP/4UfeEWIM2kg51grDz28+ufv7eogk6jhKoI84M7YctBPGKd/Mz5BiSDA8kwDpHzUNefdK8d+dwa8v1ukGcOGNb84vuw4/m3n1/ZnbeWuuYktTtOE3KmVeYQP5kvQRtbG7Ql39aW13p9uIoTg5NeDgzK598Ovfuu/O1GsosIIMI0iu5qNFuTd/86/atb9dPTihxkQmjsNK6fC347d9eu1qecholsY3a+uDu+t27u5tbzXbUBcdEbZV2KQHF3KawVyoHtaQ21fvNJ/MfXm9M1av16sL+Dn/7l63Hj49O2hzFSbt75PTo/Q/nP3h//vr1xuJikMa78jXvA6OvW6DyCoGKEiWIW4dbG+v3H60/Wj3c2Y97LuKA6jPLH378we9+W5mpsBFhUtOPjN6vtI/vLhJQLL395u7G6urm3furhwedJDEJSlxtLL9z/cZH719YngtqFgynPYM4UJcc7K/dW3nw5b32ZjsGtyAdg3c+/uj9zz+bXVyolUCAUQdql9mxxEcr67f/cOvJ46eJqIh1VFq4ev3iBx+88/G7lRmwIvQ5aimN7sqkxiVh3O0c7d6/fXd7vzl/6fKVd9+dvrBoyyFbk04i79V7DuG7mAlEX1Um8J+IXhF0RSMfyYNCMSWdbvNwc3fn7t0HN7+9/fDhk6PjY7Zmarrx0QcffPbpp3Pz85VqrTHdqE/Va7W6sQZAWVWcJC5xcaUUSK2M72/rNzfvbGysRTG120mnG9Xrjem5hWpjygRciNGuQJIGz0MUddubu8c/PNq9+3i366rvXrxw5fL8wkKlUoFBiZEALo2WMIhIvj32VtnnYVOMMw7T8Ha0bzzlu7p6l36FVQ0XZpaixe723Mb22sZRa3dno7EzO3V8ZaEVV6eC/qN5wpiJ7dXZdP4wDT9GnD8fajSPWKR54o++QN03q9F+gMKf0ZnCKfSSANMZ1NeaXujZVzIJWifNw4ODg4P9tbW13Z3dXi9yDkR2Zn7+6jvXli9emJ2hSqUaMgMQYjbpsGdR+XNoc8iuigr62HnOwEeF4wlNaEI/CvnF6QC2IBUrMffa3DnZWNl4dO/uV3/8au/4uBO1e70WDK08efA7g4/n5iq1ChsLBSkZTg0afFRdJRhV0p7RNsvJ1vrmt9/+8PXv/0VPTohUA+qVbeOdy7ZS+bTyb6amS8Q+IHtHuoeHG08efff9n//rV9tPd62tubCRBPXG9Y9q1dkrS4tJBUxqVCwcxz3XPFq9c/ur//anL//lJtmYwq5QUrl2rVSduXb904ot+7jfTBBlIceWgUg7BzheO3668af/55/vPNr+8Hf/wxeBqV+YEa15xOqVppgf1fBp3LcF3ASahWHW1A1KAujUztbB7ZtH//JPB08eI4pABrHi05WIS5sJ5udmdaZRgQAsaQpC9WK1ATHIQH1M6Knj3datv6z+/ve7rRMkQNcBAU7iJKjJ/HJF2BkbQCpwC+gtbW12vv129z/9w3ePV4AeSgRbw4Xr6CZ7YXV6aqpRK1u44GD7+M6tx//8T/HOAYS2FEgSSAxGGnOJyzBVfPw5Li51eo0SaGbvUL/5ev9Pfzh4tIKDI7gEQQX1GWzu73WT+MOPFstTNYso9KGTSfpZx84SeIp9ONTtY0ckv5I+SECWpJD6O1dqH2fjiFsdunNv749/Pbh5y4lDl3AQw06jVcL8bHOmyrOmZDngfqISHxw6NRbKtQPiQF0Z2hCddsn0o6fHf/zr4cp2e/mK2Ep9bhbVODLcIxiikriZzd2Tv97b+frb5vEBEodOAHmK5SY+hUwFycX5wPUikxjIVLc5c+/RyZ9vx3/Z3H/cPkkYhlAN8DcfY3qK5UppIYinpMsIIJVO1Fh53Lx5++CP3xwcbqMWomvQAkBI4p26mfnVYolqpmQ7DIc+DHdKD54pu7yE1JQ/mobzViGisqWaOru9tfmP/7j64D5UsLeLTox3P8S/O2mFVW7MXjASI3XP9HUXqIAVzoEIQRXKcbfcbttHT5q///0P333b6SXoCkyIi5fQk8Pp+WVbMjaILYKkS+1WrdeevfnXzf/r//zy3g9QRRzDBOAKbnzkuL4fsb18ebpcLe9snzxd2b753ZNvb0bNFmyIIIABSjGoJ7udbtN2Zy5ifhmV8uaVy7M2ahwdBmtPu199vfnnP24dNyE+UD9hZXVvdz9yhLA+V68bAzKCQqTyXMR6RZRGBBse60wp8RZXLAKrsUWkcfNo6/EP33xz66s7R5sbEndPYkhp6uJna0F17v3P3yvVQIZd5uPLWVG+AU5gVYxGVrvdg7WH39z88z9/d3x8EsdJNyEKau9+8jczldrs7EyvAQUM4kDaFU0Odjcf/eVfvvz/vtl6eEiEiKKIZGPtCxjc+Pw3Oj07XYahXkmaVUavc3Kw8uT2n7/87i9/TeIosFUuTceVb7749/9h+vLlpF6uB0gSVTg1VkVYNQRCF0d768eP79z54x++uv3k8gcf/4+m/EFjOrRkjElhq+dSwWgAwHp76eWgq9OO2tOOSdA7au1trm9s3nn89Pb3j//4p2929w4vX71y/VfXrl2/8vFHv/7s008r1YoJAjLMzJltBYhg2JIx5RCNyvxsTaLm2upTs7Ky8XT1WKlem5qr1MtBtT67tFBrlAvRyrIkoBqjd9I66TzdbH59Z/vhZuvC8uLicmN52U43cntE6/M65OFy3nJl5WxYSsbJLm8X9TV30TwPaclQAEPzs7PLF2pPnsQrh62Dp3ajXl5dnp6drtYqZUYaOVQHZbS3tyPeHEoBxFedrmIgMnfhA427WHzuVVXgjaUfe9d5LvupV7iIoqh7eHCwvb1z3Ip7rtzrdaKT7W43OTxOVtb2m91alFShgTG1sOzrSRlPc2AozLB15Rg6T2V//lNoQhN6/XQW41KAIRAjXZN0pXW4t762urp6b/1eMBUs1xaZdH9/e2t743hzbffJ49ULl9/76NdUCcmHP2YASAgxQRgCGIpYO5Qc7qw/WFnd3t7fA/NcY3p2qrq1v3HS3Gvt4OGtW3MzF9/58INKg0IT95qHra2t/furrfV2CfMXlyo2FMfh+n4z2lnfu/9wfaEey+zyQnWmWqGTbnNv7/H33689euQSWVi+Vi1HYdjaOtw72T/cerS++WjLolSvl8JayRioQplEE0bk2rut9Tu7Pzw9evQwfry/s3St1+k51Sh59Qm/T6Gx6ElhMPpmbAbOup7d2Y421tyDe8dxhIUFMKPdQzfB1jZuf98OQvebLxZnpkMAkATsTXt8dCYHCkAWcYCocrQdPXl40GzGtSmUa5ia4acbstfExha++6ElQfezT6ZuLF0EFtFZvvtt9E9/Xv/y1tODJi5fw/V5a3tJW7gFvX3LqXmQJM3PPlqs6wK50rUrF//u71a39kX8JiCGpWJQW1k/+fpm63gb77yLagnohZ1mcOfJ3pd/ffjtvRVjcON9CAEEAQ6PcP8Bjo6PW+1uWKpcvlxXdFVjyrNM5mF8x1E/tBspP2sbGTweye2tikcsnMpBpCSBS8xJm1fXO6tb3e1jxyVUGFNVuDbaIX5Yw9Kcm5/aj2bqU6Vy1ZasklVmkIBBRqFQR8QKq0qqIfN0pzsV9Ra3dsP//uf1r37obR7j0DQvXaFfxVY11iTqdq2yPWxV17fl8a60LBoXUWW0FBsdbG/h4WNcDqP3K6YR1KGNk4PKlzcP/+nb5r09bbKpLqIcInDgBCdNfPPdZrvV+OKanZmrBOFldC5vP2p9d3NzdVOEUK1hqYFegCBGN8bd++2KrHbem/noV6ULC1SyRkngivI7iDhHE1X6eQ50sJ8HxugZw3IaMqapwZqKCBjluGdOjrH2tLO50dvdhxDqdZ5u2Icr0d4xVjZx8/v1at3c+FU9CK1CoT6smA8xBjADFs66XmnvwGysN+892No76NSnUbFoC3b38Wgdi3dl7sKB8NT1q2VrZ4jK+3v6ly9X/+Wfv3v8BKUapqdRK5dUzZFrrx3hf/tPu/+u0/pf5v9VOSRre1evVXrxsi2tN0+SchkEsKAUzfYOp/9w6/HaCpoxphfAloXs/hF9+/Xa3e/XN9f2puawfAXHR3AJ2JK4xrffHTWlKbUb779fmwpRJs+sJI3UTudxjD2VNLMyzcIjkuoYt8HshNoBToWNUqgxR62NJ/c2H91tHR61WlG9Wl2oT7U6yYNH2/uP1zfurs7NzV64PouQPeKVQsEZjJXaHon0uidHa0/WHt472tyhDuYrFduIWifdja2V9bv84MpVnplu0KXFeV4oB7YTd3bW1r7/7nhtRaOo2qjPltlIc2V/Z/fut4+uXK7NLVmYethohImNjjsHB5uPth/dW+9Fbnq6YVwnMOXtvYPjw4PVh/f3d3cxfQUlTIcQgpJ4o9OKailut9Yf7dz++v5Xf+6stY8W32m1ol4sVmBMwd5KR3ppdBITg/qZeemZHOrNppfeKwdR0f7/SYKoebT55PGD7+88XPnuwcbuQVQuNy5cbPzN7/72o1+/d+nS4uXLlyq1elgO2RqTxi5Jz8vFZ4yCNZSQ5XqVLy1W33tnYWt7d3X1MEqIuGLL09Xp2ZmFmVLF5tnTAUAFroekK532wVHr4cr+k62eBNMLly4uLtdmZ5LAihM2mUXt2Aa9qaM61vnF0wggM6BW+qzN/bQWbxFlu1FuMpX6LRMAFZCBM5DAhuHSpdlL16ZXdrYPNvZ2Vle2ry/tXZyvlO2MtZZ89Itz2Rnrmz4N3ix66Uw6EzqLTjOn1FOOul7GrvJ5p/2rWiDOxcfHx9vbOzu7B5FUbXnhg/epStNHh62b369vHMrTlWYQHMxN12emoeW+pA/EQI9ICCUgAOwplaLBnnu2K8eEJjShV0IKSBb79JRVR1AVl4Tq6qE5OmmtPnz4w+OVfYqX3r362Qe/np+qH25tff3lHw6Pj5sbW/f/cnNxdql+7aL3i3IqIHVkYoakcZYiy93jvdVH9759+PDwJKne+PVH//bTzy4vzn5/5693Vn5YPdrfX3m6ce9hY7pWmbpA2usdN/cfbe38sJs0y59+8e8Xl8KFCyQu+cvXt29/v7V952Y4hRa/M1W/sVSvt9vtJ48e3/n+zu7mwezS5fc++59uXKlV7OE3t2999d29o52DuzfvuYSu37g0N1XK84YlUUeSpjvY2X3yYPP+o+7uPmACGALFSdLudKbKlVdx+nOGlDiWRnmjf5yBErQWtejpw91HDw7aHbd0ceaLL361fKGytRM9eLK/uvnw/n0w9a5diS4tcabex6k5BinIwMeNTirHm7hze+v7W4+iuPvJbxbfuXHx2vUrP9xv3bm3v9ta+/qvB8fdeGGxvFwtVc1U56D61Ver//BfvnJh8rf/pv6v/vXlTy5fCk54fS/8/VcPf/+nH3YPpV7dvLRow/rs1StXL1xe/N2/vXZ4ckDWGqoamja60OvUv7z59Ej+7ydr+OAj/M2nF64uziO2t7978A//5WmH8B/+56WPfrNsgmM2Qrhx+1b3P//nP9z6FmEQXbtyND9TNRUlizSfGviMs98hKUh0vIV0bkOV5jvLVkUa/9rjhlmJ6RdQQpmksrfdevK4vbXbCmr49PPSF+/dqM3N313fuL2x8WC7feseLszAlk+4bALD7JhgGakBFkHIx79CAJQIdcXsUZNXV+Pvfjj5xz9tfnXfUQMLjGZykqAalGwJFU2qe0fhk6e91U0XMV/7qPbb965cm5naOWx9++jptyvtjftYC7A707l87SrC5TtrR//1r0+/ftiK63NXPqhd//XUlTlbTXrH++0HD4+/+xZ7W8ezQe3qzGzZTbUOK48e7t27d7QX9268t/zJO/TuEvXM/P1tfvD48NHD1T9/tWfizpWLv1oiA04DXAJgIin0dnHujp/cLyWfEpRACSBgJ0mijmEtuerqk+ObtzbXN08uXw0uv2M+//Xn169d/8t3t2/e/W5nX7/6azRVX7l44ddElgP4hIyAgBxIAAO1cEHUKW9sdO/f31/b3F68ZD//7dLl9y/2KP7u1va9H3Y2d92fvt4IK+35pWuVel1lamtz+7/991sP7ifvfRC8+/7Ce+8tXVq42jrG7Y2D/+O//dOfvwHVu599uhNqMN2wi5/PfvjrC//237/fi6NKpRL3oqhFOPnV4cZsUv1/V9vflOv44AN88MG1aiVY32nfvPXohzvNK1fwH//X337y6yuHe1v7O03SD2/eav3vf//3t1ZgZx9W535142IlpMSpIxAzQc5pz35mL1O+ZLwv22mlSWZYn1hoqHHv6HD13r2Vew8TqXzwxd+8M1/+24+vHOy3/v6/fLlzUtl9uHbLgCuf1RsVyXJQMnl92AeK8kuP2u32g7v3n9x9CK1/8Zu/u3ixdvX/Z+89eyRJkizBJ0qMOCfBafIs1tVsyM7igPtyuJ97wH063N0usIPdvZnp6a5mxZJGRAZnzt2NqYrcB/OIjMzKrK6qqerpmk5BINO5u6maqok8efJkq3J+fvovv/79i9Ps6OC5e7SyGkad9lJkbXI+2v3y86effp5P/a2H7zcWbv90q1vJz//pX3/12cHx7PR479FjRWhXNzYbxhR48fTZv/zP30/TRmNja+Pu1v2NTsUEn33+9J//+KR/cfjpJ7++r2l9tdXoxgKwsAZbsClSHp6PDp5fPHs0OTuFqxFZD0vKKlLleT1fEd9ohIkILGUnix+9fc9pHgETFITzdDDtH7948ejxky9+/9n+o71RgWBxef3O/Xsf/+yj+w9ud7vNuOx5f+Ptpba+hyhSAigFYSZxgF9ZbN/aXDk6He3tp6c9Y8J6d2VjdWMziC2Rcy432iplAYEw8gTZeDSa7B+dPd8/HyZ+eW1tbXtzaaVVrUpgWTBvgnLtS/0IKsjecNm8+atLBqR6/S0EoJRmvOpH8Bd8iG+z17wAAuSaUzqXa7YmtI1ufX17aXEn2d8dTC77g8Hw7PwiIKkuLhtbint/0yTMXycn6x0I9Zdpb/aCr65bP3bzziVpOplODo6Onu8cmMrG1vbS8nLlVrczGvbznCZfjHcPdtlP1pZqnc5qpaKCeZm/xrzLMDMKgv5rXbjv7J39BdkbKbFfc6ktX2uIAlFWiDP/6PMnnz8/rW+/v/bBhysP791a7BaDNebJl3/8fP/47Lzn3n/48dbm6pXHyUTwgCd4gFQGJOST6eDy6adfHLzIw8WP737w4b2/+eXmcqu+UjOfUPKbfz0/vRg82+cHW4ZbxjtKfX+vv/eHw7B+f/VnH97+oLW6KaaYKcrz4ez4+OjFY23W6nm+4dK8mKbD88He8+PxpLj98dLmz39691Y18seoUE7Bb7/sPf30WRw21ldWADiAdKGRo0izXi85vewfXbx4sjs4H6O6YrW2xhKR8/66TP77GPvvZjIPiBiABYXImzwLzg5PH315qgK8/7POBx+bO9vxYLDU6S7ik+xXvzn0jJ/+YnZry9cq867xIMybSoqHOGjAV/u94snjwRdfTGoLeP9+/N6H8cqq6i7dWljY/KdPsic7/Vobo6kZTRCo4uJy/OTZs8MT99Hf45f/0PrpL2mzObVJbX22enI++e///dFwhvEYqc915IIqBVVbK3g5E10xkAA+QlrbPySnJo1lbMXYvoMH9xbvby6otHa+0bn38IWP8JNfRB//TeQxcQVTVguLjc9/++jZ0/54hIueu+hPteFYiylP06upecs15hXEUH2zsk+ac0BeWxzXF3yRUjhMjHfV3mX6/CTovAAAIABJREFU+NHgPEO8gg/fq/3nn7Zqtc7qchBE4aD/+dkxPnuKlWXptpUnFio188sGBlAkkFwESgVJqqdTGQyHuy/yR4/10111eObOZ6hV4C3ECmkoFSJsV/Ti0Ynfe9E/OZ/pSrZxW7/3gX7YjobDOFRydPBo7wSjJs5WMegERhoH48lx5nvE9ebwwYPuf/6pXY6oQd2iuPt/zz7/5Nf9ZIajB/5kpfARLnt4fjh6cXJJC7y6Hf38p/HDhSL11XazHkp8vn/56HRyNkzFhmSSUsKyHBbBXFDiJnPtjUwrkrfvO9/FFJEmZSCBcHXYnzx/djqY5Nv3Ou99sPHeneWVTn158ycSpP/jn572e9jbyM9P0/WtmrUEQMSXhKKrYI1gawG1L08Onjw+uhz2llftT/++efe9pmh9Z3Pz1+3zX3/yq53nWFoZ3n8/azf0bFqcnF7uH7kc2H7Q+Yf/dfvO7bhZC2US6qfhPz9e/vLp6aCHw4P+naVOreKiCkU2btoKvIW1yIN8ZM8P7eWAa0vh9n0srOEXP1/+8L3l2BTjqLizXuNifPf9yi/+ob6x7THVPFvw41Ue9v9Ph70Bjs5xPnKryxRrppIp+/0VsSiiP+XQSolrEUiLN+JUkY3PLk92Tg+enUXL9z/4T3/78YPFO8tB0p9MUvnjZxdPDg4vk9HinbXVjbUwmmta88vmBQwoESiRYpbtPT189uhwbfOXtz/8xQcfLa2to3d+kKus+PXzo8ujfGe3dfd97TVSnwynh7tHjx6/iOKVO794f/uDXz7YarTTI7Fe/e7LL06So8+exlF0e6tLvhJmenQ8fvT751LfvvOzj9burnzw060asW1HeaR+9YedP/7z/6dsvNr6ByJFAs0+EB/4XGWTkxdPz/d3Lo8PJ2fnCCMbRKQNC1hEfctBf3lxuepv+6O27wO6Kil3ikTYeaeIxefj6dnh8fPHO0+/2Nk7OJ1N0lBHUWdl+f2fvH/73q2FpYVqJTJGORZSpOaYFxFIREDiwQRdfixEIYjC7tLiwrQWH8dhRVvSYdha6LQX2kqRMUqJf/XHAOR7vcvdF4eHx8csYbPVbDTq9Xo9DMOv1iK9zrJ5HST6983Sv233vfk4zZMDN+0lIMdA8TpD+arf/E3E9s9ZT/hGlORr/bbruSr/+JWVq0hpHVUrrW4nrpwRBuPh+PT4bHV5cbFWEy+wBPUSunuH0PwQdj2nP4QA1n9oezNyXp7o1yD7GwlW6tW7+H72qa/sLT+YiYhnTtN0OBrtvtj/3adfVJqpst2tzmKw1Gw39Npy/9nhMN09PDrsHR2urK9v16p1qkCkbFpsgKCUynkHWr2zd/bvYje3JnUtpCwv/33bu0pKydwREaW8mo5ms3E+HGTnZ0lju2WqC6rV4kZkKN64uzHu9Xb3H1+enJ7tHqu//VgMWDyIy8JBAoQcaMoyJTjOZHyeTs/S7nK8vn1bLXYG2lMjvn1r+/Dx4/On+9PD06w3RJ6HgVU5jc+T/vGkFQOtyLfiouYC5rXt5V98/OBfxl98+mJ3YfQhMZBnFWX81J0fDkeZ2opbdnWZuxj1MlUzm9vrz/bSs/3BtDd1KTsGhblVRQTvJvno5GJ42B/3XZZrJ5qUJoUgMHEcBzb4PnArunHF+Ib2mn/LV+8msEVeHZy6/ef9iwss3kJtaVhflEptCidr3Xq7EvsMwzEuRjLNpVbFXGH+pvMsDuIgQTrTR0ezkzM8WEN3WZvwgnnWqtn7m4t7u5XYYNjHydlw0JlokfP+iaOD9hKW19HqDuJGxvGMqWG5tdygrQ7OpgAjFVdQH94hc+CJ4hkEgEU+HZxf/v73F3/44o/THEtruHu3urjA9WqCeu1nv1zfeGDGfB53kiC6MFpmEy7GSTtY7FbbcdAvGIOZJIxcXOHZkCqjveth/UrQ+Ccwkj+F2/6J2SGyeW4GfQyHqrC+VkV3KQM/51l/OWzdbVV/69XRgC/PcHmBbEXEAOLmKqACAKQ8u1SYlAqnU/d8Z7j7YvL5o2RnB07WGo36YjKgKkgDSpiQZdpylbPqxUXvxYvji96s3Ua7jSg41ZJ2ws52K14LzdHYzS6RZUiLmF0wZZ0ahzra68WDbX+nPql71Yo7sKtrnVE97HvBLFGXE28E40JOx/3jEXeWUGlP4mpieYKC1+LqdLH5h2qgFLySxCVpkQSGNF6p1nwjaDU/9eQN2gFv7or3pyfgWlNYQTSpACqAt3lmR0O5uMgTh6CSLm9yq9OzUbGy0Lh/a2XnydPnOzg+wOnJeHmtYa/iy/IcIipJBgYUka8Mz7IXOz0OsFUvat1RtWICCYKF5XS7fbJb//zZeP8Ap5ez1e70/LQ/np3aCiKD5pJvLeU6HMCOqdFe7zTudBZ2O6c1wnTgp9OiWdOQCbIxUgMdIY/h4yQN/vjsi3/+195+/2DlFra3sblulxbIJ5OtxXD1f7u/fxlnwchEB+NJZl0SqboKVjdqfq2JowxFjmmiZqmrq0IrhTJZqEqp8x88ayhSgrkl4cgJ58ScTbP+yax35paWqra1oJcWs3rOLl/ZXh4MZGf30dnx9Oy0n6QIApRnUMkSUyWuKYUCNFw+SXono/55sXq7GS6tq4VWXptYaWzc29o/HB0c7Q9OT4rRNHCwTiHTk7Hsn03rC3Jvcc2ub4yiLAqri/futg96tLM7HV9MtodQSpxJR5QN9WykvALFdbuyPIiDLB/WlqsPHm7uH5z97tHRxfN9/3d/C4BYWVIRQNlscH58dLh3dn7WGwwxmUI5lA1cS+LZXKB7Lv07h9aJhF8/029eZF959Mds3w/rSsQTNAkjT1nSNBseH+88f/H8V3/4/I+f7jq/XGvdXtlYun3v3q2724vLbRvMCUBa0dX+ouZotIgIC4mQUuVlmCxMBEVRVNPKCiGIg+5Se2VtsVKLtVGKxMBe1dwyxIEK+HQwHJycXYzGiQ1brWanVm3Wqg1jlFaaX5X7e71M5vUF+FVc+c+f25dXxdi+GlheveBlwuY6rvWAm6/aa+9k3kMXIqJI44YU1p8nBPzmXhq9crNkkTkRzA/vaiqItDVRq9Xd3FxdXUseHZ7vvzhcWV5Zbi/2BpO42yD7jpLxzv4C7RqNvfZvvrIjfS2A9DZO1vfxw75OxUy+vwJkBmdFPk3T0Wxa6Oksdc5p5oBERQHVY1eNpmnG5+eX4+EkadVBCMPyN5gyv1F+Dn1tTcc7e2fv7IezV/artykqv/GNBCXQgGEg8/k4ddNCCmttq7m4rhv11PpK3azf3Th+tsdJric2uRwPekljLfYQAStSJCCBQgGZkqQoCjdDPg5VoeOgZavNvGq1FtTsxtbq5uLCp/luMpoOLy6HFxdV1UlHRdLnYhqKialVSSrqEoUyUl9orq52VZFMj077Z71sMitMQIlLR9mkX3DUqS2uR+tBEhYUor3YCHxUs7vu4mTaG6ZJlosolSqVi3Mym5zvHOx8tlNM0V3a7vYvBwhA8OwVkbWG3hiLf+tJ+Oqof/08vLZlXn2CEITgo+H54Hi/lyZQIVorRb0z0XrYqDTuraw/qlUjhbzAONWT1C95R+Rxkw0jXDYa9xlPBm7Qm81SmAoqXQlqUxumVR5Fje5qI6gpjMYYTrwTeJroaPrgI66v4+6H2NxW9YYnO8tFwmS63KzeWrSFLyZD9IbTfDmBT+EcyBExshSZQmrPjvqffPLlkyf96hI+/ADvv9dqNFLoHIajTrixGSHs5Nm5kpyLEEVLEm29zEbjsws01kHGVKpRFDoNX+qnl82cSkwPrwCyN33uVx766gTQV5978yQCICI1J4iIznM1GLhe32ctVOtotr0xvRDcbbR5sfOroL7nhuKQpchT4fj6Z8yhYxJREC8gT1yoNOHJNElSZBmWVmStszDmo0vvIRAShzz3VDg7HaPXyy4uZ2mBehPNFmrVaWx0gMb2Quv24uKnnx7PRmAC6/porBPWmfbDApU27m6qRXUW5YayJlzajJvtJl1mcjlxZ5M0NDM2uTfTSY62RVBjUaR0WI3q2rROeqnCLKzA1mWaD0aTJFRxqKNrv0jNRcDm5+mbh++1of/qvMg3xHhvBkYaMBA7GfmL83w4gAQwYRJULkUPgFpstlfq8Uqj+8JdHh3gxeHwwQcrccWRYoYQKRYmgSrlS2Y8HbrLo8nFCRZuo72MSmekqYhdzZrGejPqxEoLnMMk4d6onxeXrQX/wc+ReWzco7hxQaaPsAMKVurNjWq8oKEy5FPkjhwz+0RxBtaQBryGiyZTeXyw99/+sEcK/+nv8NGHcaeVa+mZIAkXgC2zpLaS6SlsZgMFVpIW5MZwM/LXSQjKksSZlMJyOkrOxJ+tBK38LiEwoRBXcI50QskkYKrpekOa9bQ2NZwtrHc2z9KmcTsn/eHlKEucr5qrpnwyr08UD8kV51T4dDjOJpJllVzV0eq6Tr1vZ6ZW6W5udBdOOHk6u7hwkxHlBVMmzmRFNJ5Ybtdse8V0wjGywEu8vNBdWrb5bnZ8UQwGRZGOxkrOp9OR5InxVV1pd8xiZxB7HemloJONxjXNQZpjlM/GWeoRKBjnLecym+w/ffT0yZeSZ/V2F4szIPKFo1LT7cZJSzcbxr5tzAC8FincQAt+jPZvgq7mA0FCBMBDieU8T4aXp7t7O88eP909vJidDCWOou2l7ffev3/nzmq71bAWSpe8YlWe73xF7GRmUlSemywiRAxSAhResiQvpBJXoyhs2srm9kp7oWZDIgKJhpRoallmn8En02Qymo77w1Hhqdtc7rRXapVWNY5CIxCmqxaZr4NSr9y6ep592V6EiQVQRJ79dW6JSCmtiUgEwkKK+EqtUSsQ4AWqlBT2UF8n8vjGAf4qHeOagTFfw3MKkvclzMdC3kMpaH3ziErRu2tUygOZY/GiIVaRthrqCtC61sf7QcO/11hXX4NkvZbPIkDBzIPm61kSghir4nrcbLfj7qKqjdR4PDk4urx1SwoV5gohwLjiT/+YF+07+w9kLymEckWBpKs0n9yQ8Lsm+b6ycXmGnjchwFW48P0t2zKl8/Ijr5es9yzEgBBpmid7viPVTgAoCsKwVq+vb671xokKNhaXlmv1GqmCIHFk6rUwsmo6KbIkz9KsyF0YGATzg5Urt+krsdfXHNc7aOudvbMf0OgrUfq14/KGgFFAYGKnXKE929zJNEPBUaVaazbIKIfMK67W4kq1EiljcvZpnrsi59grsQQWJkAJtHiiQrNzSZFN4fJYSKmgyWHkLbzhsKIqErRadRuFk7yYZmmaJ7PJLJnkxUyLqypbp0rkI5sozMCVwM53YVKSFtPBeEKhGs3SaVHkUmk1GwuLEmHmsoVKsFhZuJz2Qs6RTIpkKsRpkWifWM1plowuL58+fv748e7trbU7D+/n7vDJyaXW5FyeZVm1Vv2exv7G0Ir6hkIoN27Qy6RgniP3XKjJqCgKVOqoNUMbMmkHzXEtWqzVIoXEYZZhPJtlhYssAHv1IQxARMj5PMmKWe6zzHuoCEHLmBrCWAKPIEFDqUhwkaA/8rlIUKOVTV3pLM2KUXu51l2ODDmIkDFkYvHMuZG8gAM4EDYiQuzFeNIKQjLzo4vZ/ovJ3ouTyRB3HuKjB93trXpkZo68IUEQQhy8C5TlPPJ5w0/rblYfXE7PL897Yzig3tC1EDH5oAzOlS7T6/MU+Suj/VbKFd24Xr+WKf9TM0g3/gRQ3lNR0HiMLEQco1INtfWq8IpkpVq90+p+Gg41QamQPQkDSgmUl2v6kSaxSpQSa5QEVq0s19Y2qkXacm5hIvHJOB4fT3xeisdmhWSFY+eIPRUFHCOMUakhDMTCk6ZqGHab7VrlWIBJhv5oxn7BhBVWyhFUAK1drAW6gJuAZ5oAHY6y9HKWX8zyxcaoWe0uLep2CxAcHQ/PGst3NjaN2Ryc6YOz82mRxi3oGKITa7QwmLxRpiwYQwmO05vH/bUHhV4m5l9OwbcIAG7GXIBnkM4zGg7cdIrQIAgprhZkJkCheXExXqhRTbJLqqOgOJnl3XquLHulhcqWnR4gsELiZ2M3GWbJFEGARgtRLQmtNjDGmnqoAuXYA0BWuMLnyxuNxlJ7/cFSgeHKqrHhhbFTFCFcqgpvXCEJghgaOi/gGQQPySGEPEbO6VROjpLD895hHytLuH2v+pOPVpebqU9HxggCgRxBVeI4hqrBRkjzNGc3kJ2zo34CMrAG9Qpa9TDQqWJR0FBmztAk+pqF8D0ZESkRATxQQDL2zhfOO1W4QOk4rFYRh1M1aVaCeqvarBlKBsgmBsxFId5cJVRYEViECRqFcVM/Td0sYW+Zmhw0fBQn1sw0KkpREFcrrUjFoyz32ThLBlM3Gk2mkymDWnF1I661yMIhzxXX43Cpu1g3oZ4OKJ0ls36fp3oym02zZJbFStcbNVMPi8rMe2+Iq5FqBkHoyY3zJC1SBQVwkcGl+Wj89MsvDw8O1mq1u/cf9or2Hw8y8kxewCXRilCmbUsA95pt+zWLouReycs968cbBX936OrqyEXIawjg4AoUSXJ5dLD3eGfn+ZPdo+O+07XNZuf20trWyvrG0spCFAdKMymAHKD1zSS5EMraQaAMhVT5DClAZQUXHsZGRFKtmk4nCkOvlbeayF+9iRnkIDlcNp2OLnvnl/1LRtjuLnc6y5W4ZjUAgvDLEPD6299o3nGWJWnqIUKKCUpprVVRFAQx1ggLkTbGAkqgSujKuSIrcmttJa7M9fwJ3sN7b5X+zpRwKXvqEb2yk4ov8lxBijx3zNrEs5kwR41GcA3OXR1seb/EppxIluW+YJPnBcTX63FgbnzVt+u3+V3sui0dvha3+qpdX9WvPqh8VJfyk6GJosDXq0mjRqN+cX4xnmYKYZjrlzjfj3rFvrP/iDZfqzLf9BwJ42qNFM4Vhcu9EyIqeZLeV6LYauMci9Vkg7LRi71KBnxPJpjDVfMFmqapc06RZgELz8NFUlohCIwNgpvr8qug+5uPnEhrE8eVbmfhzu07QVSHWVleXqrVPMUOaa40syDNmL2uVmtGE6Ewxih6ZZP6NoHBO3tn7+wHt69JEd18UAmI4OG9ypgycqkkuc1JO2FXWE0KLOxFPIu3ga2GsfEzdp4VFYCDKEggUIAmkHgl3nhIBi4CkVohklPIxjol0IWNmWcZWaFKNC44I9aWijx1mRcXCNeEQgpM1KwxTfMsj4w1QaSUiaJK1QZwPs8ylTtXsNGh1SFEeYFSFEdBXZuezwLJA8OGcs/pdDaqVTw0DQfDo6Oz4TRzJqwvr26s3js/L56d9z17pTTp7+4Zvn1oX5uKb/bsPPSh0rsUX7CIZziGCWGiWJBCGEqBJDLaENgjzTjNM+dzb7QWjZe1XfO4SrwoIQAFkFtwVauqCayC02WoHQp8jt4Ao1lilqJKXepLWqgexIE1xrvA5SrQi+Nh8Gzv9OQyGSeo17HcXQhMyPAKuZAjslDNzOndg8mz3cloLLUY2yvYWqm0aqIgBGHJIAXBIQP7OrvOix3eeXxZDJPd5+dHl9h4iNsfoLmotJoal0BZsIF6RZHjT87VHHaSeYRzjZV8KzbiK34uaSjtPVwBCEhpBtgzXBI437Zh3SJn5Bl7FhEIQ+QqigKLKEKkoNnrIJBWy4RVffveaqhWLs7ss+NsbSF8cTEpUgjgFTwKAQNijGZBnkM8KqEKTaCcAZOIUqQrFVCE4RQXvYvV9mazGmjhWgVZhv3j9MFWI9IKUhGvx5NsOM16M1wmmHoEtXyh5j942DnunR2nONrxv54l/tIVyeHRyeygd+IM1u9gYQ02Smu1Tqi04pKERjdlvP+teehv8k7BlatBKKFA5/Oc05SzHCEhqgSVeqBpBnZQqhHWA4rAiOuw9WbBXrGDQIkRoav1QIACK+cViy4csgJkEEQSWAtVh6vGVpSIyzCbIkkzG9HCcliwb4uBjkmNtXjtNSYhBuHxUXpyepZkWO2g3a0arUQcleGzKHCErHp6wM+ejE7Pxhmjs4Tb243VpbAVsmKGd6AcfojcQxousf2e613w6Ul6tP/0t5/tXORYWsO9u7TcUd2mir2ShEEaosEeBAj/uahXAvKEQiT3rsiyNMs9w2obxpW4gLBIzVAcGXFpMe6R85EGvPMOABSYxGlIDsUgg1zxmIqUXEasla7DxN6oVEMUaWUiFRmKI4otyOWT6awXh5PhZDSaFtCdamUdooEMKgUxaR3YMNa2ZmygOMtHCYUxOxbJ0yJiGG1NaMkaIZeOR3FI7VrFMhWJy70vDJQCzdx0NL48PR+Mk4vR7Nb61vrmnb2+tcf7yrFhUnJFpfz2lwwG5mLtmHNJf6T2HaGr6+Bf4AV+rqaUTjAd9k4P9/d3nr14cXQ5vRgjiNpL63dWNze2b99a36hHkdM6VXPVIQ+oeYqnRNCFBK/tSiIAaR3GFWPDwXA0nozisBJYiQIY7V9i4ddpPvYoivFw0u/1x9OxUBBWolqzXqnFqiQo0Esmw0sr3/sqrSGdjvu93kWvf3B8PJklRIqFwjBcW1tZW12uN6pBGAjTcDQ+Pj677PXTNBOQVrBWLSx0lpaWms1WGEaY+wMvyQvf4ZyjEtUWJ1LS3BhE7LLZZDwejS4vLi77/TR3RWGbjdWlpc1qtbG0HMdViNcAkULJ3AY5EIi8c+k0kcGIBLUkN5XI1msIddm/7weBrl5TIX0NsXqbRrhcu1QEgvLMnqFImevYdf4KA2ijzOpSa2u9+XhvlM1S9no28+eXaRxGxpb+lFzBfj/aVfsXb9+H3Oxfib0BhgUYkkI8lMrS/PSyf9EfDoajJEnyLHNpakBxEDUaze7SUn2pG9SrQRhZmLl//L0N/HyhlHsHs+/1Lvr9vnNIkyJJUs8cR+HCQnthoRUE1ddwq9c317cfvyYSZaqV2ubaZruzBNOJonqrcgF/kSaX55fnp+ejrIja3aWNjbXFpXZcscbCmDmEf5PB8e6ce2fv7C/K6O3h5XV4T0CuC6/S0OaO0yIvQglrxgcQzc4IaTCERYSZRUSRAmlPqlDwqswkM4EJSoO1iGLSFBACgXXiHJGHBwqiHJI6STPkKUkClbDL/YyVIvbWRkFQJ22hYAJTOBIobUMbVpyXdDoT79SV35A75xwTSJw3AgW4okjyHOI1cRyqwEqWjjRXqiaa9vsvnh/1Lke23lrY3GyuLOo4ZI2syJNZopSOK7UrltJ3s6/f979hgH7jlaXDShAlor3XcIRcULAWhBCACd4X3sk87a+0IlJehEXCkqQGuc4qk1IGJI5UTpwQplTkCh5kmMFsAAUYBWugtBIqoAtjxRitFKEAFaEqGv1+/PyL8Zf7/bMUto1mRzViVCuBJgUqAA+JUMSDCZ4dJDuHl9pifRG3NsKVbqw5IyUy7wUFYSWsuaicHft/+sed//mPp/kYLErV8IufRT//X9aby8rGRUAMz/PjVVfd6L9Z4ptefWV5qn83YxEpKV8axgKAZ2JFWmmIFudcmsLDOzjnhMECLwKQImIIIMJEiEgZga7V1MpKnEsWx5c+8aFph4a1JPDQ13peBK1VEBjAFw5KIzRQhZFCC2ti5T1YwDxv+B2HiPU08MPIO56id4a9k3Cn1tiMKjHXz4Z02s9ST0kh0wxiQHZWq6cfvb/uxf72ee/pyfiTo9Gnv/mDy+AdVAUrd3D3o3hjyyzUtVKuTJKBmUS9NuQvywa/dnjfyov7JiZlsGEADUGWZ2luhNhYBBG0MSzwpASaRDNrz+QJhYLTzJohHqJJiEro6iUVDkwQrViX/SXImpgoAFuw1iBiEob3YBGRonApVKZUAcpJCsWai1o2XpteLH/6+OLLg+MpQdXRWgg7nTgwE2ZSCKEiFA2kjbOT8cHebDLC0hLu38X6cj22oua1KAZCIAupwEXnB7PnTyaf/vH8N78dHPbhI9z+CT76u/r7H7S7bQU/AM+I45JW8mq5zp/NBRMCi7gsT7Ii8yJaqTLjy0QFs2NvrY4CQz5x2ZS5mK9heAWnwCDLpAGvkGpkRgrOc194pTQp8sIiIDJGhYYtFSSKC5flblYEmUBIWXiTpxDniTOlCoInGGbvmQUQYudTIa0stFE2CI0KwBpcclqZ4LzLfJEBMNooDRCUFij0hqMnuweq2rr1k18ubW80OousD4skN9AWqmzB+J3hWsG8FvxHTeD4LtDVVYlL2e+Yr7p+ClyS9s4Ojg6e7b14tLP/oicFVhcX1pbWVlbWF7uL9UoVkTKCSIFpXgLDVMqlXRmzlMV8NGe3MSDQmmwIZUhZa2wUBt1WfXWxUw0DBSaaF7DOAbDcpaPZpDeeTRLvvbZkQlRqQbMNXR7uG2mmL9lfALwvXJYXl4PByenJ3ov9P3z62cXFZZ4Vee6qler9B3c/+uj9ze2NTrdDpF/s7z97truz82J3d28ymXa77aWl7vatzVvb25ubW8vLqzq0SkFZdU3C+q4mIuydJyJtFeBns+nR8eHezu7zp8/2D3ens6lIpd3e2r71wfr6HefvbW3VbGjYh1LkyhKUBydcJKPZ7OSsf3Q6Pr4QE62sr22uLrSqsSEN9YOd0uWFvygK7z17VlpZYwBiKY0BaK3L4yytfJsQXJErTUabovAsFEcxXdOo5j6CglMQVY/C1W6zW++FyHxSjPrjfn+41LWtusY830F/ytV73f4asJjvt73gt/20//DD+3X2yubjgBR+ApdOprPTwXjvtLd7dHF6cn55ejbqXXKWGVAUBPVG8+7Dh+sP7y1sri8sLrXj1g/wszyRBoS56A8Gp6fHxyenw8Hs/Lx/fnJejSqbW+t5sgL4MA5sEH/1I75JXkdECBTaeKFtFo0RQ0KooQDno+PL08t+b+Rrra07t+6vr6+2240ogtZcJjYIHgiuv+udvbN39pdjf3pJXpX7OnKSLXFYAAAgAElEQVSZngXWgQrnFfnIsouEAkCVMAPN5WlZwERM5AUM+Cv9bIKoOae6rIhQzPDMpAHlGDnIE5yIE3hW4gkOcN6JL8gUCp69y5xLsixJE++cZybSWimtLEQhz7MsFfFGh04kd855J+I1kSFoUqLgCmYCiIzWmlyo8m4lbJtotzc7eH6Sj4q43W2v1hc3V/RM576YpUmUFwBZq62BcvPCD/FfP2pfM9L0psev/33bhMirN65eKcziGeIJBZA5FKxEB/PfJ0XCRTFHDZjAgAe0sJDcrA9QADEpR7ognSmXEQqlHciX7CANEgYjCtCsVY3WaTZVWqy2wiRsONechfmwefCl/PZ35588f9HXuHsb7RUdmonWIXQMJhIDqSKvnveST59c7hzPKk1s3cbaWjOOlIKAFcQAIFJEAm2hon5v3LucnBzj9AVqDW7/PFreXm8s12xtZkIBCzyXYcpLn/F112bOYHjDM2+ZpDc982qu502i4iwsgNYggnOsQxOZCD5wrsiLrOxQxb50m0kEDBEWKbE3CogCZoh4Ulm1mkeUKUq8iKLI6kATSvlrmmucK0CIxHPhGcogINhCG2cBU8Z8xCIORQ4GKqGv237HDDdrOLjA9AJfPIPO1f1OZcFEg7FcjJEX5B20gjEYTy5ntX6zsbnUXqhpP7sY7R1456AVrMbSJsIYtXplYaFWDwpyGYRI9JVGyusjek1q+5P2lXrPPzExLwMM0YABjIgXEaXEWtEG2gCkigLOKCarYQW6XAmFoKDUkSrAds75u3kaQUiYvCPnCJ5AKlKoMFslAlLGWKIAMhUBC3kpvE80zQx5MIStkpbi1Yv+6tOn4b98fvmsB+qgtY7mAqoVjkOtvAFCSBXSTLPq3sHJ55/uc4iff4yP3+82Ym2JwQLWUBWwAcWAAdkic9PhbO/J4Is/4HiG7n18cOv+rTv1Wn0WBDkoFcmI4iv9FbmCrv48NB4FMQRNIBZ24jIuHJi0Kr9eK6W0hiJjAmMCLpwvCg0ofY0ZlZAFC5SHc5yRT10+0+y0c+SdMSXHkhTDQGvRKMDa50XmxAlESEQY3olnBZCwAhSIFEFRAcnE5+wcO8cFC4O0UgFRBERKQpJEsdbKeOacnRNRRgfEukjSWTK9uHy2f/jF/nFjobOyshTV44K02BCkA20CrYwipem6gotoLibyrYZeXvnvx2ffnXUFkEIpYFiesprTZPfo8MXp2VFvNEycQyWo1JbXlje3V9fWu7UaSrIVwwAeJXPvWlhpjlFAEV1dta9hdAG088ygldW1Dz74yNSam2ubW+ubgb3un3H1u1iQFpPeZDacFSkTbBDYKFY2FG2uyLPCwFdEp+ZfJgB57/rj0XA0OTw+Ojw8GAz6tXqNmdNZys575w5f7Kaz8eHxYXuxq7WZjManp2dpMmo3K9XYJmlycHAwGA6Gw7Fnqjfa2lijr+S1vukAv+mcEiGljYYrnGOfZcnB4emL/ePT895kNlXIaxGPRuOzk4O80JPEkwmC6GG7q4PABrpkfTkU0+lk1O8PDvePf//Z7u4xN5ffd4iDIFjoNPD9obFvBIc8+9lsen5+Pp1MJ+PJZDLVRrMIs1dqvg+KzCvTRYTZg7SAPLsgsO1Wu93utjvdOIoBgF5tp6MV2FhlImUX6616MMzGk9lwWMxS+Je+wEtuyzdb76+hMP8uMNYP/aXfL271Tb7rumL0rxS0+ooDdhU0OGQTmVycnB092Xtx2B8Pnb0Yu+k01cZ2Wh3jnTjH7Is8e/r0Sd/lt0RIR8FCFIRx8L0NJgEiYO9z7/1kMjs5OTs/v8hSb4MwiqNqFEqW9k5O82yWFDmF0fZmPTQvXcmbhMjXRCUBsAhKvhUAQIGUgg6s0mVTiZQxLkaX54PB5TBhqmxsvffg4XtLSwuVCowtM60l29cBir6nfiPv7J29sz+zlTsAE3tyBQpjtOhAKCJOjCctQvNQQa5dNA/iK1BECQQC0hBFAENJ+SyBNCkF4QySKHIAC0gZq4xVpJXAgCJtIxsYRYAnLUwuK7LClb2vDcSxZ/FslEJgYEBa2SCAtQCccywsECF4MBNBGzKhiWp5cZJMx7FxsRR5Lx0enR/tHovXDx883L7VWOzo2eGENGml4yhWpPKsUGTDMq7+7tyrV/uqleQZuVnGQze8pZszcPUIyVy4oywmISJShWcuB5jAxNAKSqOQzKWTIkkdMg9XlrGVdVDl2+fVaopIgYyQLuBL+JAUIJpLwWpDUMwoRKAI4gqXZwAZHUMCVxBYSaE4j0a94Nmj3v/1X3796Sluf4iV+1i7XWs2ARlDPOAhFhznSXBy2v/i6fjgFD/fwtadbqNbtYHRKoAniL0C05yIKO2XVmt/+58eVuLRzudJr88vJseffPJM1eJqWM9qEYtTc+kuKiHRr7iMpQrlG9wneasf/zZ7deLKGpCrEJOIpGwepsAMCCsiIsBls2zm2JVitqRROtJEikBS5oUhXkrIF4KCkBFSTbkSJmYSEwYVrUNgdnUWWIVAhJx3yigbgB3gYJi4cKI8iRfviFkLUoc8h9VZrPqbHfnf//4eVU5+vT/5/e97v/tNbzl8fqdbb9RXD08m3slKB60YVEAhSHOcHZ/87g8HuztjOLe9oTc2W4oAeARZ7zL57PeXSsa1zUYrVtoYJco7AV17E6/Mg7ox2t8EMX9l1P/EJJVwsgJZiCYREgRWieRJgmoBYzR7MCnRCiir9MrNAESFV74gWFJzMkbpWM2hE8/kmJwniIJn45xlDaCAOEGoVIg5McRCYDVpgkBDIu/qSjbydP35nv+v/+P5//ubL2Yx/vZvcethu9JwWosmhrJgC0RAPMzo4LT3fDdpPcCHD7fvbNUC5bVgDslJIBxBYlICKrqL4Z27bbhoZWn65ESfFWb3yfEkewI0l7vVShNSemyiv8lg/wCmASMgIYDIizBElIJSzjlRubAXRuElcwIYrawic2MfJJn36StxLFIQpcSCYyVWCRSM1iJQzmsvsQ2iICAugiA02nqfs2fhgiLdbMRxFAU2UDSBKC9SMLMCrCKrlTFKWQgLa8+aEbCEEAQUW4rAxrEqSBVg0hJwHs2m5NKL8/PPHj89ncyW33+vtbFpxaWDMbQN4tgYpRWUopdiV7jCrb4ZGeNmKuNHbd+ddVUGNoDTpS8Bd3Z++mR/78vdw9OeI9Ot1ZpRdaHTbGxuLCwsRkEEvJQTLkWnCPBXfc0x36npamt6GauXOYCw2uisb5KpLtpqY311rRkaAB4FlYxxdkAGzpFn2TQZ92ejfuF9NW60O912tR46hp/LdL8NnGF4B03j2XT/9OTo9Pzk7Hw0GnUa7fff+yDSIJe7LNnd2/n8i8cv9p49Ozy0tWYc24VOrRkHW5uNu1vbcVD55A9f/up3n59djCYJVevLy6tjY6PI6iD4NuDVG4zK1rXQSmf5cDg9PL549Pzg6Oy8Uq3cevhe06wGbvDkef/xXtYf9Gd+X1eaQbOxbborS1GgLeDmx5ilSb9/dni4u7P77Iw6vNBdnW04ebXT4He2clMWATGUvrFMppNRf9Dr93snp6cXZ/3jw9Pjo5M8z3KXOfaAYi8irA0Adj43RgPkHEBBEIRhGK2srH38k48//mmzWmEdqJdxOjHEgwjGVMO4EkShseL9JBsNhoPRZDxLZoyGmV+nXh7gG2fkZXbtRsztnLt+xBjz2rPfizG/dFqVUuVddUO/6AdCef6cuBVuHMVXb/w1mwAejtPR4ORgf/fJ8+dPP3v0dJRJdelutbu1tbV5e3lhpV23UuRpMp1Nd/b2fvvpZ+dfPJWoG0VLoarXFqLA0De9iH2dzbPlBO15OBydnZ0O9nYvhn1ptdY6S/V7DxwPB+c7+188ev74+OhwkKTxQtBYXWkF4byMd+5DljfdjTWl5mkiYRHSGsLMbLS5lkrQQCqj8bB/edR7cTKZFWG7u7Z994P7d283GqQ0lC5XyhUnt+Rh/Pl63Lyzd/bOvsZeA6u/1gilcI0WU+GoRpaU11rBiFIkzjvnCxBBLIEVMZCLFAApFQCWy3yn8ldEFYIVaIFisNbGGANxwmloheZiCzYM6oZC4xGLxMYYHZAJRGsYQHnSinQksN4rYQ0W8eUl0mcu9eKUUkppImJI7l2GIiUYsCIQNEmgVCVzyhWpRZL1jvsXZ2fP99PBUEeN7tLSrTur5C99mFtrCIjDMFTazxLWCsFVAcG3viBfhSSvs3W+/i5eAix08xHMvW5ttLG+cGAEGrqEFTRgPJRXGtZqYwAPZu/5qjxQAGhAv2zJTkppsOTsMy3QHsjEZc7HCkrAjsAK4AI+zwkchoHWVhAWuYZUi9z2e3j8ZPyvXx59cQS08fBn+uFPFje3qmEwBTnhhBBAYrhaOouGQ+oNkHm0FrG0VonickBtqYoGcZACYFLMMl5cabVay/cf3Dl+Hvzuk9Pn//X4D/8TgU4eLhnXiREaQM8bLak5u4peG71r3eMbIhRyheS9iT711dmTKzgD80+5weKi+fSQQJW9OAMgICPOZVzErlBaSBUiIAWjNZXUJUVU0hCpLDZkloIgihwpT2BFRGLIaStBgEBJKdyCchqJFCDOO+c8EYThHIgKEfbCilqaCvKFS8EaoqB0Ju6kFQUf3VqW4O4wefbPn032z/Asw/HKeHVhRhKudlu1pu1EpzZHK1pB0fjii2f/+tuTfo7lzcbPPrz9Nz/ZZDGDiX9+ePD//LfPd/dgkbeKSWO9GrctEZXyWzd1ct9o8tY7b3np11HmvhLsC6xIQATvivz6vPAAizgIaxblWAqwg9I0l21WV1m7ssMXBCRCoghGQRPAKLx3EI8CMoOkBYdOFKPs7hWzKJAospAI3OV8cTxafPLY//Nvzv71852zET78EH/396t374atJrR2IAMxYAXPrsinjgZ5MnJoK3SqbrFuKgbEDqJA5e4lkAzegbjaVvei1p3t7b//u/rnj+i//I/n/8c/7j3dw9r68PYtaleCUHFAAUoq2Rw2/PNQruaDN+8fJCRCJJoQCCvmkswg4lmEGFooAEUkMYktV5GABJpo7ocSKVFWVOBhHYNFRKscDG2NV1qgWUJjrbFIMxEuSwgVGRJoYk3OKLIq0LAAlTpzBAEz2AfWBCbWZEFVoQqrwAHeAQ7EgUJNaFyIYQ1rucKJ7Z8laTI8P+/3ByaIl5bXttY3g/FwNkwNi1EsUigt1mpRBLwkW32rcaebbJ8frX1r6EpeYhvCKHmOHpIjmZz3zw9PT18c9rKiolUlQKNVaW8uLbXqAenEmHrJdKKXLU+ue0Rcj6UAomh+KS2Jr0RW4I1tdhbrzseNRYprzbASOSlVOa9bc3pwBpVDO+FiPJr2+0We17qVpXqjHYYBrv2pt+1l4uHzNMkv+v29o6PHu7tBVFlYW1tqtu7evtWtUMDTUf8sHx/sx/Jk9/RwKJmpN1rBL3966+7t7a1urVshn00bMcT78bSoZqY/kZPzcb1WC1oxWP0bwqubp6gQ+2SYXp6lJyfpWd9tNrtb99Y2wotgsp8Os8fPRpe9VBVxZzobFlmhAE0FxMIDGkyqcMnlxen+fn8wHEwDmU7Z2nq3aYOrjfXfdl4LmOfEOlMS3FyRj0ejXv9if3/3+c6zs/OLi5PRaJBOxtPe5XlWzDyKNPPGxHEcRJEVKtJ8EgTWmNAV5L0Ng3ql0rQmGY8LhQismKH1VUhMpYyXgOGKwigYqwopRqn0ppNRmiS+4DmNWq4GlN5W8Ht19HS1Q5bS2H4wGPR6vSzLAHjvsywTEWMMEZUaHP+mQZM50UwppbXWWodh2Gw2G41GHMfW2vKC/R37uL2F6PRWfbEfDMwioq96HuVx/TVUZb7BXh6xm87O+oOL3YPDLx/tvtg9evbsTKn43kJtoXP7/tb6/Y2FpWYUaOfzZDKbivjney9658nx4bjZGLUqCxsddbWL/tuHce6RkMpnycnR0cHuTj+ZtDW2ust2bT1a2q6e2ezi6P9n7z2b5EiSLMGnRpyFB4+M5AmOAop1F+me2e6929mVkz2R/XA/9uRETmRuRe6kh3T1dFV1MaBQ4InkmZEZ3KmZ6X3wyAQKRbrY7E5PlwoEyAxEeLirm5uZPn36dOfx3mCok+jU9oa578uuLzz5Qui6qJFenJE4P67lizG2mP8vOhlalMlsenwy2zsoTqderdHd6t3e2tpcapNWULJKWzoGEeRz4sWiEPhn+9l+tr8Y4/Mg3beB5xpNW5oyka5gmTjKrbOWYQWVBANAKShZgi2RBPkg73wKYaFQLdjsgRVQACgKYy0JoeBYSyEF4FDkLmbfU7HHInBGA5alFZ6Repam82QWkyQRMADyiByBS+OsYzibpDNjSwub5zlAQggDV0iXK8TMvpMhtJ1bUxCEJwRpzrLR0dnOU0qTq+vLUXdtbX2tFkX55FRLRY7LLNOAck4zh1pWihZVRvclqxTB/tyy/H1X7W9iBX0pIBJgyZAMSQA7JrAwRFYr1QqjSEGVKIxJs+yFAwo4BSFBgp0h59gVklNZsm8ROoSsfKmZS5RldXUKIAclEYaekM65AqQcB1keTSa19z58+rt/vH9wklx+C2vX6M03V1+9sdSsWUlMnDNA5MFGnAV5WQPXPIVaDY0m6nURhUIJAevgJIQClaACVIItKIe0Xt30fBcHq1nZvvk4fnI8S3dgj0VUNIU3AwiCLgK+l3GrC4e9GFx8v4WIgYWU1fMPV0H5+Qa1KuNzLKyBZoQkfPgKEPCg/DD0PO+cecEEV5W2caURX7XSYuaqoIUXeWUB9gSkch6c0Fz1XqmQIUjhwIWQrJWypauSwo6gYyI/B1vYVEpjTW5yqDqkhOECOvdUqTG6sbHyq5sdX2UJkwFJoeOg4yE0iVUoYuW1NIXcTkfewcH8dIZgGas3whvX6JX+XOjO0SQajxuaMDzCwTaGPTWuqXbkCY+B8gVBuK/38gIxxALwE+exejXPvIxqfac7dUGGLMACcII86aClF4VVYz0ryIEKCA/kIgjfCc7ABkJ4CqRcCVIQYGdBTKiiVrbs4Jxm0g6wcFw6ZYQimBJUOsmGRBVHMXwiBaIsA9vAE/3JsPPgXv673z39w8dPC1G89Y549936rUvxWoebNeURw0iwB7awWZGNkjJIkFCMZgetMOvUONQVO7IS8LLgDFyCKy6VQAxRy5r14HXbPtlu/VOIwxJpgtHEJmktDjQQnkuASTBBfCP98Cc3AgiG2CohhRWKtaoiTobWSghJJIgEkQQpUMDWh1NwYAYcmBVDgZioJBYCXlHmaUE5yxRmzq6UwgkIByIhiGxpwM45O51MTGl1FJITsDBJkkxHJsttEShNFfisQD5JZRznuclz1pLYJ8QOfskwwjBBgAVrQkwiJhECLCgLXWpPhjvPns3n5bX1DSivH8XrcV0U5anlwJZcJnk2IeGUlubFcev+8oGo72/fD7riF+ZnWkwRDlxwnswnw9H47OjseP94WHirrGNP1dv1zkq302qEYSSFqNaNcyfz85QMUAHXld7johMxL3psVeCoBLTU6K8GRWFBEpLIAcIJgB0sQbGBMHAFuCjybDqezyamyGNQSEKDICSLbwqMq3iPC+Tj0WB0dDw8HgxOhuOtK72VzUtL9Uat2Yy8FHkee2m34TpNEcceJSJ3kaw1ZFhrd5uXN9uHD+7d++Te3Sfjp08PU253rT+Zu8JKzw8F8Q8NKi/mgmrqZZjczaeTs/GzJ0e7u0O/017ZvLa80euZwiVG2cwUeVaQcDy3NrGlIQZgF/sDBweXZuOjw+FgkOaFEwFpCS1YPEcQf6CdMy0IUi74dOx4lsyz8XCyu7t/987dz+7c2TvYTdIENoi8VuD5ge87pPPpdJbkjabMCza28HypVVCr1eI4tlY6qwO/XY+7y/2NZqPn6VA+J+pVRUMGAigdDAsiXwmlwMIVXE7zdFJkqbGG4RMTL5orML4FKKlQLqZFiSmYuSzL3d3du3fv7uzsHB4eWmudc9ZaIrpgSP0Yu9D2EkIopaSU3W73N7/5zbVr11ZXVys86wcfGee4lbVWSvlnkakfA5D92fd8bZ3gXw1udT4FfPVazWw62P/80ZM/fvbg6dODYk5B40qv2bt98+3LN17b6LebNVLCQJBUwvdkvR71ep2pK02Ok6PRuJ9Yi6+Len6wCWPzPJ9Pk8FocjqdpLtPC5OtrF0OhSgIeeQl9Rp5njcu9dGY9gaz9Y5cikJUBDIGSgfrrPAKKVmACEKA4MhxpblccCGIlVj0kgWjLN1kfnp8fPx0ezQYiMDf7C9durx5Y7mnpUJRwDlIgQWsvEgFVM0G/xoGz8/2s/3bNzpHrL8T48ERiKCc8l3NK9MyMS5PmeelSy2RU8pKIZVgC1FtUhwDQhEptpIdkYEQLIRkkIMlaUGO2JFzKK3J2DLglY5Ia+uy3JiigCuYCqvZCiYnVAlkpnAoPGXIOTjlKRDCgK2iwpOkBME5pbXnaQITnBJgcpZcKWnOqBnnCicMK8eelM6VbFLpstng5OHH71v4/a1bjXYzz/LJWc6TiUiK0KJOUqV5ORy5WcL1uHASBPUDayG+iUH+LR95genzHIV5niIFMdhJkGQ4A7Zwlp0zJBx8ATYmneVzGAeSQiohBUtxgRCIBSeJAAcBEsywkA7CIFKyEQbalbAWEiTJOZCDYpA1koQSylgvz/z9Q3v3i4O//92dD+5mK5fx6/+gX32tfX1TLTXyQJCSIRzAFuyjDM+G9niQjaa5ZYQxmh3R64X1UAtIOAIkSIAUSIEsuLAmIUzJDUFDPxbXb/Qvr3X74azuwEMtMw81D8JCfDup95wXdfE7f9/V6OvuBS0gLWIiIkdc2tIyhICzklkJYiV9OEmCpBKOkeeAE1p5gojBIAuSBEfkeBEBVO35AEhAs5MSGo6kcdI6JSAEpICAFQTBQkvf15GghchKUcn0s4Erjc1JUODDEAIBYy17QnsCNu+J7H/7D6tv3I7heTl07nxn44Odyb2PH6WTqd9At972qTWZefOZSgoojeUr3tZmFuBzlP1+eG2tFW8sdXd2TtMEWV4vjO8QgEpwSQslGfoK8Poyb/B7+P7brHocHMDgskqVgZW0rIQUAqWFBQkllYCmKoCFVkorCIKE1EIt8CcBInJcsT0YzhpYEgJOmBLMKNnknJHyIRwkZcyllDmhYLBgEk4LYg6NaU+zxp27o3/5w+7vP7hzOMYrv8S7v269+Xq0tWzrodUKgrQzUrACM8o8m0/H0/m4mLoaai00orxdJ6kEclONBDAgClBR9UsAG2AOHsGb1Ffj17eifg0HE2QJZjOV5SH7EhQs/MMK5MAMMuc35V9rM8bsCExkCIWU8D0v9oIQQhtHlg1TXjrFlpnBXBaFM06QBktnrJRaSXBFdBMQgBRWQQmhLYT2fCcodWUhuJRUAEKQkFKQtcayZSGUkJ6SHpwlRqAlYGyRWGOsFU5LkLTOJPO5yQtPKi19giIWkghsmY2Dtc46tiQcCeWcNkY4B7Alk+hibs/O9u5+ljjdXFqNolpUlmI0KY+Oi8HAzcYokjyZDs8Gp4MBNUPPU6FWJBczLv1wWsxfpP1wiZAqVGB2zhQmTybjs/H4dDofT5JZUWaNjq7V4k6r2WnFzWbsB7LqpUCQLyYqFjEcvSB3dcG2+hJtWlQlIUKSVKKKcoWo9H1fUD1nC7bI8yzJ0rRIk8I6dg7GlhBOKPn1d3fxcQcu3fTsZO/Z06dHo3HSafb6/dWlldVuXPd8ATcDlZ42jVi0mn4tDryxiFR3eWV9qd9vNLr1Wv3I8Ph4cLh7PBrOdLMNqYTyWq1uo6kVmx9RyLNIyBAAGBTz6XQ4Gp7u7GyfDafvvHH7ytUrrSZ5Y306mSXTNM/LohSR9vwoVL6mBbXynJDhTDKbTMaj6XSaZk5pr9ls+L4y1gDqB53hOZL5/LeKIJsDeT4b7Tx9tv3s8NHD3Q/e//TgcCB9UW81++211d5mq1HPsulodrSz/2g0m0P6pyfT6ThZbW5cvnSp02lGtcD3fSG0pxv1qNfr9Tc3N3xPar24a4SSkRGdE1aZRBjFURD4SmsSAqUtk7yYF2VpAOXEc8bPtyAlX/8/FdNqOp0Oh8NqEFZ8K/xQrOdLTmS+OKaUUikVhmGWZRU6hh8B7hCRMcY5p5RSP2hf/N2/6F/v4P8u7Plmi9nR8/mI2RX5+HR2cPD5J/f+4Q93BsOy31l748r1X732+pu/eGvtUscj+FU0IB0cKUVKC6Wl76OUwpqC2dCP6FD1tVZ18gIpP6jFDV/pgtlqSYIMkEufpC8NkGR2NivzvGqzooCqzasx4+lwlkwMjUsHKaQU1hZSkBIUaM8PtJSiUY91GFlbSClAlOXj08HR0eHZdOy0XGq31tZWr9TjKE3SLDckJVPgBVBKMNwF3+qvMev0s/1s/zbsIm1zHnmT4Auuw4uvvxwkXvAjqtCwZDJMIKG1JDjHzglRWCsttDVkCyqdtEZYJiOkkCScI8PSWYJlS6wU4MiU5AQ54szzndalKUvmoGQvsS4gy1ykaZEnc2Io6TlIlpI8IT0X+DZQBZmU85JKCFFymXKZhJoCRQBqUVyv1Wu+ryI/DKTnE5RNy3KeIXcoC2dMCWdcOdOyqNcU2XJ0fPTgs09Pxtnq4YTq2yL6Yzco4nLojbF750hOk7PtnT/90z9vT46Wr12Nl7pL/aVOp62951vV70eA/q6sh2/nW10cygFOKVVlBtihzJElhRGZKnPYvMgTa+EHiOthHEdaJhBigS2wA8nF9l4qIT2hQu2BAWMBNtIZbS1MiTJPbVEwtEJAEMYpeMrr8iza20ne/2j/nz948sVj01nG62/h7Xfx1ptBJ4IqRho+RA0lL5AyGVurBmezg8FpQWjUEcWIQq0qlX1nwOhGFQAAACAASURBVABbSK+6UEclkzMmAcgTTN6ceKoFGiE0I50UJreVEgUTmL+a+f42eHbBW/shHBS++IfPi0ocs2OjfPgxjMTcisLJ0ha5LSNyFtKQKiyMgZTK96QUTsAyWyZyzoBYLBpBEhMsQ5JgJgZJqUgqZ6wAtIQUFU1LgAVBKulHUUsQnINxmKU8V2hKoeEVFpCSPAggAIi11RqR50qn6rS8ES3PbTmfJkXhpGcRTPYOzk6PihzLREJBq8BTMbsQVbNKmhMycAJnfG53/Ea/1Wm3T4UXGtIG7IhJErtKH1l+xfkvbwDouwtXf3Vi+urdIAey53lBDSMJLAVZB0soIQuna6TBEo5nJp/azGooDU0sWBD5gIIjdpaEBQyIQIXUICUtKSeQWyQ5p6UtPec5RsmJocSaQoA9KD/3tQ+hPb+dTxtf3Dv+3e8ffPjp4djhymv4j3+HX79b67URhomSzMyWBFVNA1mDOZlmp6dZUoB9qBBxQ6lIwlnkDCiwXijTSQHOIArIHEUCJyEtwlmz6eIaaIQyhy19Z70vTxTim+f4n9YqZe0SlDNKEAWe7tSjpi9EMTVFVlia56VnisxmQV4I5zwpAk8GWghRlYhJgEQ1PzGYGASpZFCPajXteY6QGZvlpigcSWuKsixKCxA7SOm3u8v1RlPyme8hCoWWRlDpnCktfCgHmeZJXhaFtSVIeXEUdQNfSTHRcurLlGzuSrbGZXmam6w0ZVkaZy0xh56nwCd7u48/v7s/mIaNztLy2uDp409CH8OzYjDYfrSfjkfp7s4//uM/3B/sNzeXty5t3rp+QwQ+iKQiYKHX/ldiPzCOXVBaAcHWlYkrp5Oz/enkzBhXGjcp5o0lUavX+v1ur9sKfU+RW1SOsQFeBA0IEIvI4wJG/9IKQRf/MFddX5hInifqyTExnyugV7xQY01py9yWpYMkqYRU0J4IAqpkPCG+0kOvYpc6LpL0eO9wf3u3ULW1G1dXllZbjXbNFwzrbCmogEvzZFzkaTJP8iIKG+1ma7XX2+h0lkFFELSajW4UprWYKPCXlrvXb1zpL7eZQSReIPH8AH87hq3UwUqTJ9l8lk0c5f3lxsZaqxlJj/M8LXYORo+fnUxmVuhW3Kj3ep2lbjsKPAmQs5IcBMGY0Wh8MhgOzuZpUfPjqNOs91r1eqTO8bEfvt7S858YbDA7G+w82X/y6IvPtz/65Mnp0CyvXt+8snbt2nq/01/pLC91W9Ylx4MnByebOwe7D5/sTCZjFcb11vqla29fvrTR69YajUrk3vdVI4oacVyL46r8mwEDlAxLwKLjrNTQXq0WxqFfD31vZooin8zn86I0fM4TxIvD75ud/kIJGxFprVdXVwFsbW3lee6co3P7Ae567rfzWrmLgsEKtxJC+L7f6/Xa7XZVP/hjvsIYY631PO/HnOrP9n3NOXchVXbefODi4aq60DCDiyIrs2Sw9+zZ/QfbD58dHk7nRdBp19e3br322i/6S53Qg6qkyKu9kyDLLi3yeZomSerXa/1utNpvhcGP6q/+VRPCr4XtVnO92/VhUQtkM16rRaQJ8AKrdMpimpcZ52RNTUNxWpSl78hm+XwyPzg82tk/2Dk8ORyOcguSqlLQCLSux9HSUufq1cvBlau+bwmWYQCXpqPT09NkXhKidnNtdWWrVW9ak+3uPhyP5kv9dSG7Qvme5wEGqKQ//mqW65/tZ/u3ZF9Z+54/ifRddhIX9FMHQ2DJASPqturtphIk4GyezU4H9eVWJDk0bEZzkTstAkssAl/HvhGlQ6mg1ELXBxamJCUEKWlrDTQahvdSkzmbw+YW2sHaZDbLkkx6IXSMMNT1KIplva2i2EoxRTZ2o0l+5Ddbc52nyXCQTSbOMkCeH8RxrRaFMhqHEUU1l7lZcjZwYwSRL43KZmmeJWk6Cn231G15yiNSJL3R4GA0/hOcB0dwYw9JMCGaBjn7oyTbTYb+yfbyzva1119vtlqOn9OXv/Pm4nnq7mtc/DVvfonjc/EznachK8aUg7Bh7AWRUrlJZzQd6mzMqS3qBVwuSkeWEIRY6ka1UGd5GXhioRROAgRYB1gIK4hrYdisx0rO8hSjQdbT1AmasLVkbk6yYmKgaui1m80olk4ha+5u858+GP3Lh3sffWZ0jHfexttv4MYWurV5TWlypMz5gkgOLMDK5Hw2nIznM6+BzgrihiZYcnpR8OYYWsHV0llhQH5NWrDlSqU5gvSLRTswMECSWFSAxUL0/8vZphfd+zXD/PsTr/CVJ+a8op7AZB3yqC4bHTlSdpircaY72nnO0xRMjD4rRMrwAsRx6HlCSlu1deSqoH7RsfL5qCJBzMSVOJCUlp2rtroO1oBYKelJllZAaen7CqlJUprOwsz3jBcbuZQhGmQHpwU6MeqBqoUdln7quLApTUZBlngi16pouiAr9DiVJp+NE+QM5zNEJqTxfO37gZRghywtkzyDB9jUlQlsCLiwEao4LMmwgOXMWCdxLhT1rcDrT5bIev4lFWJSgh2IIbx6I6jHPgQKg7MJTZK4FfoQAbi+N0+P8smcsOqjGVHoKQgP7IE1sYOzEAw2EIUXWj+msOn7dZSM8ZTms1oh41oR5aY2zmgwnxWEqIFel2MtUUaYd/ee4Pfvbf/uD4eDOW6+gf/17/AfflO7vCmIrTGOpDLOWVd4JCEYNkIRnp2m+/tjCzTaiGKEgYAwMMWiJYRQhpWghrU2yY48bx6GEpVGlyNYM+cibCAeQVjUvFqofUK2oL4tcKCLEf+vmESs6K5Mhql0DEdSCGo1/GZkQjFyxWQ6mTXyQMlC2bKczdM0syT8yG80vXoswakppBJKkKxuKbMzgCd0UKMgUmHgPJna+agcT0TWlLAwJk+z+WxaGKPrtSBuRI045jQMydeFpMTko3QyLOctGRGsS9K0AHIhUkjyW1FtKY5ZT0+i2iz0p1l25mYTWTSRp2WemLws8qwwJbTw6jUjaJplWZafHZ/g6e5e+OgjJcmVdbgIdHQyxzhFYfcIe6Nj+aT9q1//+urWZSWlVpKsJMK3MkP/vdmPoWAIAglYQl4Uo2x+VKQzZ0gqHwbSo0YnbnTqUpEieCwUO6KLJbMa3xdUTLF45ULHnNkxC3aL54eqCiMoJZUSRWGKoghCDxDWMZ3XoVfrEwnJTI5RVV1JyZ5Hni90xROj8+IU4EsIBhOgjVHOKk8EtUZnbWm5Hdf1opeVZbIgl8ymp4PT48OTk5NxmgXNWqvdWu11N2tRS2DUaK2ubd7cnAQjMQ2Xtm7evLS+0W82q3Jo8d0e6q9OytV8cLGqucKUqTWsaWWzF9Sb6/0wxJyT2WwyPzrND87ySSZsoMIw7LabnWYt0kKDiRehssnS8WR2PJgOZxZRPYqajajWqddCBXA1+n/I7FNhQoIXU1klPFmMxic7e/tPd3ee7B0dDmvtrRu333rl1pXr11Z6zVbdC6KQtNdY7tPSAI3YzCaH27GXo+m8ZoFG1FrfurrebDgtMwmlRE0KLRVeEC6vCOmSASIBWflZCq20FLHvhxKmKNI8YyHccxh0sTX7LnyNi12klHJpaanRaFT0JQAVevUDfPXtX4TzmsGKbxWGoRDix9TTWWsrTa79/f3hcKi1rg5ujKmOeQGvXOB0P/pq/nqt8l7l4TRNPc8LgiAMw1a7qaRyzgghmF3V593BElxRJsfHe9tPHt65c/dof+DLmq63tjYvv3Lz5talXhgBBOeMI8AZtuV0Mtndf/Zsd38ymwmg0/C2Vtsr3biaQ3/SxJcDgsBf6vb8Rl1vbgaBF7caWU1LCJtYb1pQySoM/HaoaqrUxJ4fD46GJ4eD+TTZ293d29s9HZ4OhmeTxM5SlxfO84L+UrfXaVlrl5aWhBCmLABrsmI2Gz169Gj72d50Wnpe19fZ6Ow0mZ5OJ8fPdh4UBUvttzp1ohDAeS9vPm9d/vOg/dl+tv+5Vu3TGHDsHJ0vsd9uVcjjCJZcrrgW+0GrXmvGkZeWo7Nkd1etUF34mGaDp0fDo6kOG/WVKOi1OVROGEnsgWtKao00A5EgURPaqLBodHS7x3HkzHx2/Phpq9OvdaRNzPR0mmTWepFotnWnHXVbnk51aBtt0WrLLBuXh4dqpOs142X54Pj02cO90bxUrU4URyrwdKBNIBudII6pLCcYnvinSTcImirOk/HJyUmSz8O632g1a/Wu7ZXXX3ub4uVZgbmhoiyDNOhzKgKXkhsXkmqR7LS8ZiOs1dqtVr1eF0QLxVHxA7LoL6FXX50VX8KtXnznxZ/zKFRJaBs2qdNv7E7PZiM6eYak2wgb3aLoHA/M6awYz6BDdJuy1awZc1Za6SsNISE9WANmUAlmpfJmTXcaUSeemTmePZgtcXd9dQm0fDLn0wJzgV4T3V4zjmoSanLqP3yQ3/uiODqR7S5e/WX0v/zN0vXL+XrTC1kqq9kJiABQUBlcAcco7fB0vL+3b9h0V8L+WtrptqUgthYV6YgEWKEIH90f7Rw8bffl1rVus9NjuLwMrYumBYbJbDBB1EKjV5M1CRgIUTUk+14b4++kzv7SjXt+g750twA4NkrZWk3EDX2W24OzYveoWA+aVsbDNHh6mu9MsozQraPVCHwNSRCsBHlEIZMFCmZTpbUIDIZzlaYwCleWZW6FXzKMgxTQSisVeX5AhovZVHmm12+d2MFkIvf21Kq3bHurGXfPinx7PDstsdJEo1VvNvthEE0mZzv7xyfDYVynVy71upHPLsozf3Caj+ZFLmAU/AY6XS+smWQ0k55RGmWOZCbzsl34Qy9YE15/elAMpsOTadqIM/K7UewDuXOoaiZo4ZiLKI4BOHqhNKXC+36apFZ1QAcYUAGyIAHNYTNYWW13WjhO8ODeWadb71xdbUWto4H44vDs1CQuRK2JpbZu1H2hJMgHeyBVVQ4CGdgSZWG97K16/VUUGicHdLITFXKlLPQ0iQ7PkuF8rEMs9dBvuk7QwLy2/7n55MPkydMis1i/it/+59Xf/rZ1eaPwNREC7SHLC2MyLRxgQQYcoAwGg+OD/TlbLC9hZQm+FjZJBJwj4VASTMFqdFgcHU6m2Vm7j431qBU3yEgUDc6j48wMU5QFah5aoR8qlmRAejFCKz7a86av3wQs/tjb8AK5RThoy7DkpGdbbdtp5yYdnO0drvW6nTb8JB/uHz95ujtntFZ6zU4QhqyEAVsplBQghk8A+47z0pVGUNSo9XpxO2KeDGbbz9J6t9nOaZ6f7B3sH+w76YJGrEJPh34oQi8QnueUyNPJ8XB/u7NWQ+g5l05Gk+FsniulO92g0VWqFtWdbsugXsb10thherxtznwvZM/aZDw7ODgazmf11b7sNvLAX7tx6/ZwqhvL03ma5YVzhSuTwNnAQkytnQFxHZ1Oa6nX3FitNxoAwMzOMYikgAP/D9Ea+7dgPxC6WkAcIDgLl7ryrJgfzcajPBWEwDCcQFAPlCetKRUjIChcFCnz8wMsUhkEoCgKqQTAZVlKKeFc6awkCBKOHQnBEAwisZCyrCYmdoLEeW7KOVgLR6awpnRCSClICCgtpKSXnic+fxIW8yBJwNdep9+/YoN+2O72V9fb9UakCIAEVwdwxmXzYjRMi1z6XqvVXO111zrtZd/Xim1v5YoStXDl1dupDDrLjf5yt9PRGpoAe95f4rtjEM/JsBWexIAETOkgg6C32o97a0Hor3WDTmDK2WTvZDBMMbc6c0LqoFGPu624WfMiCbIl2AAGzuRpcnR8djrJC44M1aNaZ7Xfb9eiUEKcV9L9gCHhzhdGAQAWZYbpcO/pztNH+x9/9PjR7rDV2br66tvXbr1249bl9ZV6Mwg0AZTD5zCobcm2TeKjlcb99nRvSsMcI6OmpUqNaAsZ+FaSkALAi4kvqpjDDHW+mDGkqIivgsgjQdalk7nJDUnFzy/tuz7eF5V6wAIJ9Tzvq43//jXsgvP1k8BJzrnJZPL+++9/+umnxpgKWKl0ry6+DudX+r2+6yU/vMgz+jH2lwafLRhzL7nRWqe1juPaq6/efuedt6NaTUl13uWdGA5sGS7L5nsHu492dnZPz5LCNsLG0uql129cWe7VAh+ehmFjbFGUJkvmaTp/+uTRs2dPdvb2x5N5XG9fXu+vL7d86YjtC1z6n+KqGM7pKOitrjTZwTkSoJqC5LSYFONEGER+VA/iqN/S7Ro8mSep2zk8ePpkv8x5MppFcXz50tJsenb/6eCTLw5ns3x5ube5de3q5Y3+Untzc01rBfBsPp9Mxvc+v/vee+/t7h9aK6KoU4tantbsitl8lGWzXm/5ypVrQaiFAC9aIFVLwF9dnf/P9rP927NzygMBi0Zsz0nYX2+MF5t8O1BByCTpTn3zlcsnUyRnR8PPZdlhn9anp7OHnz579ORENDtrV69Ea90cRc2TNS82kySfjWTUsMaUVrCOiViHBjXVXfHW1wNTnJ58/slG85p3fe1sb/zo7rPdo6mt1cP1Fd1pSt9npMLnxlK4vF4/mebjx/cHjfGK7Eji/aeHn36+nYja5s2NVq9NWorI50CGraDZ8TAt1dl++tknzm6U3vzepw8+uXs/ZdSWuqre9Bq9Xtz823r/jSSH1I7IZImaHwTz0/mz6Z/+6Ys7T4/Xrl279ne/bb12tbXSX1lbj6JASnExofH3I9F+P3jlywDWl6ErVJgiQ6dR19+61t0+PcsmdLYtT7vxpN7KxsHDnWT/bBrUsbKOXpOa9dCXGzCwhbYpK1kK6cDGIQcXQoxbjdqNS63hbDyY5jt37eWgeyZWkzK883SwfTa3IeIe4oaMoojYHxzLO3fm9x+krDtvvHnlnV91b1/pbHShOcPc5GzBjtkqZYUg4TLBFkK5wk5Oz+azNGzrbq/ZiGMlIWBgDYhgqcyzwcn07mcn//3/O2st4b/9H0tvvnUjimvHJ6Pjg9nuzmQwHcoA3VV0VkMKUQjW53n1r2M0vxBV/Pk06J+1lz/PF1gMWd/jdkMud4PjQXZ4VH7yydGabKPXPhtknzwZ7M7mXgPLy2jU2CMnnSwyJygQMi5NJqSQygpROleCWUjBzGAQUWFNwaYUumRrDbSEp3xmYljIzAludoJrN5dPrDk7nezteNe760eyN0/d/e3x47ORbSBagYi0H9QUajtPt3//x+HuKZbWGVLcurIa6bWTuXt6Mjic2EwgbKC/LPudIPDnpNK4nvW6OGUc7mZP2t2lSzeb0epw4j8djo/mw0mJhuZOT3baHlxiDGvPc+e5ZyxuCgDiqkXjd/b/y298MSx48T6+TBxlkIO08BxM0emFVy71Zk8Gh9v8oFlejXr9ja2dweCz7YOjeVLvYesyOi3h+wzlIxEuY4ZgUsITUESiZJpacbC0Xty42Xi0Nxns0P79+rHsOUE7J8nDZwclo93GUgPLNZJeD3vBo7ujjz+c7Z+I9c1Lv/zt8muvtWuhsUWe5gTyLcqinAkhtCiZLdgAfmka08QfT5yzWO3h8mq3HUVsrBEoXcFgk9vZePrgbvov/7y9e+JuvIH/9HfvyEsr0qpipk+PvM+eTUcpmg30mmiHpS+cRAH4C2YluYv471+JdSWIqNrpETE0O3KQjsqSEueZpc1g89jbLwYnDx7Oa9PoqjLDsyd3Hu2dTL3ljcbKctQOpXZKOSGFtYUtlLMkFHxP5C5ygizlte5So9uoRyST8eTevdTfjG/1ytPpgzv3n+7tBP1m45WtqBmUMKoWNHqt5fX+xnovy3i293jUoiW5xGp+sLO/fXDIcW115VJrdU1qn1VJsRe2/ZW1OMpEfnT/6NNpx7sEiKefPXr8aCcjFawti9WOXl9ZrS3/prNy+1fTLC8YDCqcTYrRaLx/HHxw/+HDo8b61rV337307pvxxnK73fZ9X0kl4Bb1+X9ZMdOPs+8LXb2I/whiAjvY0pVzU07KrChyadmX2ielle8vNIfY6QteFSnAXozyBVkGLpnNx+Ox1IrhZvOZFML3PLaO2SmpGExSEklmYgiQcM4pqeuNpu8La85nG2aUxlnrXCV7xU4wkVBKMbMBWVwgVYu/z582EgCE5zeWt65EzdLoWlRvNsNICAGzyFQwLLvCpXM7nxo4vxZ1W41+HDV8JQVBSKUbzeV6e/lardTRzKIg+D4EwTh4C1rlCyHul0rsvmWDV43HczIFeUEYo8NhQ5fOU7DNSIlibGanp4OTw9PxcJ5DNZudTm9pqdmoRT4FkmEdnIXLkI4nk/F0lmYlGRHmrIUK6rV6HOrIg/oREeDza3AOSCGKyfHhg0fbd+7tPtmdl9S+dvn2jVdfu3L90vLaUuhDKoVKYx8lSEh2oUAj8DxPFeCZs1NrcgaElFJpZZ/LoeHFnyRDnv9qSdhFOaAgAOTY5iY3eZkZchdYyPfPY77QmK8SZf+hTvre3/sTHm0ymTx48OD3v//9bDYzxrx4FV9t+fddVOerI3xto+K/NODpR9rLz++FQ6o26s1W0/e9y5cvN5utxUBa8DwFkbCmLPL87Gy4NzgbZMVolpFftCPfR5ZODweD3A99EtqUZjqdjsfD2Wz89OnO0cHJbF76QX1tdf3Glcv9TlsSuGq6+dMZkZDCC30ZBc64zNgy1BrwMMmOjyYng4REsLy8HLT716/015Y9W+6dniQ7u4dPd460ipbavWub/eubDZsPu92jaXpfe5Or12+98cYvb9+63GnVfE8ArjTGWTgrzs5mh0fDyXhuHE+nM2BXSUWCCMzOra1teJ4Ukpkts6xCZAIR/ZRo3c/2s/1s39+egybMblGHcl5A8k35oheRLQkQFEMVoqBGsPnatSxTn/zx4fYHH/rpINu+MprM3nv/zulcLL1+deX1G7XlVm6KmlWidKe7B8PDkV+re82WizsII08HlgId1zZubIzmwwePDh+9f9ebPXHPrh/s7H/0pweJCRpXX1++eSlo1Qt2PiFsNDqrPb6V2fvJ9md/On6SFkdX6/XGP//Tn+4/nF66+TdX3nmlu7JkhDNaulB1N/pv/foXe0/2jh59dvLFE3xxeaXtf/TpJ/ef7bbWb7zyxjsrN6+KVi/wdHP9WhCESqmySIVNQ3eWnzzb/XTvs/tHs72T3nJ//dVbS6/fqLca9TAkWjSS+YmES77W6+c35HlkTufNwqpdOoEIzoFKqLlfd1vXm7cmm598enjvw12azUZ7w/HIfPHF4ck4v3oTb/8t+m3texqqz2VycjKcTmaAa7fDOJYsc99TUNNm09260cyKzb9/7+HHvz+NsrOjB/z0+OzhydHUnm3dwCuv+p1eKCWNh8WjRyd/fP+LDz88Xr/WXs9q+zsDldr9KLZmnpcT7dugxvW26vRkVEsjnTWkAaQtiqP94TjH6opXjwLf8wQqwr0FCCSNM/M0zws6PsbOPrrdw+mkJ/RwcHa6s7u3uz84PcXb7+DdX/ebHemksVIJR6qi6b/sy5+8n9pXqXCoVjdJzldubSm6dXn5xLlHX0w+PEjqyZNrm3Q8mPzpwaORcZtXsLnh1UPXCANd8nBi8qIsbWJd5gc2roswJEGVRmS1Q5NgIimMMLlNSpPAQZQg45wxaTrxpPGjVrsXbOXNnXEyuD95cn+ik+370fHpeLJ7djxI0N9CZz2myJO+UhY2dekEB7vYOcFgePTJWt6MzWCAvZPBKBs2l7C2gbWVRqjYE/MoxMa6HJa1ewfznSfZP80OJ/tEtDucu6P57CTlqInVZfS7qlHTIhdkK6V5OGZ6qUrnmx34Z5z9JV9/HXq1MAGWcOebK1FCZb1+9Ort63PjfXp//4+jPT9pP+hOP33w+JPHz4I6fvkWXn+tH9dAZFDY4dAcHyQAhZH0ozyolWFNSpUK5da36PakfTKY7mzbj5IBdnUvdJ9t7z4YDLw6bl3CzU30PB8jPnnq7n8xe/+DZ3vz+Zv/8VVPth7fG+x+MWuHmsBZkerAtLtieZniqGj4pL0IUiUlnY7Tw4Era2jHtNyMWn4o2JQL+oZjl6Jk5GZy7O5/ivEUsAdfrFrBIpmYo0Pe3h56EX5xGa+90u01naZiIavK510FL5ghP3TO+pbPVbAVwEIQOxLkM3yQZeRGFrLuLV9bmqUrpw+zp3/6QO4J71Z9Pp788cMvZrTavfE3q7evdjeWyRNKS2vN6eno8GDKLlju9xuNiDVI+yWEDOtr165MBmfPjuaP3vs9Th77J5cHB4cf/vGjWSKu/+Jm7/WrtVbgpCOEXqPd39x66x1+/Pnu008/nBw9me8uQ6QPHu0eDcp279Urr9/eunE5DAOnwGG9vb5++81Xjg+SvZ07BzsfJoNbDRl9/uG9vWHiLa+v3L7ZuXVF9btSY7Ozvs66tEZ7QsgSNrGT6fadB8/2Z3h2GjcbN1+5eesXv0S7JpX0hVpgIhct43+Y9/8C7Xuzrr6coKFKOJitc4UpcmeNclaq0POjUEdes9fp9ntaEapaa5IL1i5Q1XowQKAsSZ48fvTw0cOiLPIiT5IZM3vaZ8fsOAgDEqI0JZF0LISQQikldbfb++Uv39aqDsDx81nMMSpVGefYOXfOx7LGsRVV7ffL9KvqbxJAPWpHkWecECIMqy7ukGQhHEpGjnTGpyfJ4cH47FQ3W1FcX6rX4sAjX0ERQfqgAORrichBY1HHIp7vQp4zqZ7TH3GxifuGOfeiHBIARBDXlS+N9YpSSptrZZAWo5Ojwenx7vHhyXiuWv2NzY211eW45nsSajGtOLBJTg7PBseT+XQwHY+ymupEYRwHStQ8+ALyG+f86vS/rUHjhfvBc+RDTE/3D549Ozh8sH82Qb2zcqW+srmyuba11avVhBROoEqZaMDCElgSiNmycNBUcDkvchbS97QUEFhI21Rn8tXnk4HqzladB0uwJThmto4YKBxyRz9CBegvHYupYCZjTFmWRVHkea6UqlAnIcSLByu2xAAAIABJREFU2Nx3P+aPb6r478UuSjBe9p5zFoDnacdukeqsniI+l2xgds6WRT6ZTM/GyThBXopAYjQ4fnA3denO3tOw6rfraV9IKk1RFLlxot5canVVt9u7tLW5vrraajaEkOq8ecFPaLRQCLREpBQBDtCzqd3dHR4ejpXyr19d6m1sXb/ca9eS2WC+92z/6dP9o5Pp6mp7Zf3K5tZKM8xA+Xp3eaU3myVBo95rNnrNeqsWeaCSYKUAIgDi6tUbzCrNEutMafKiKDzPV8rzlA78oNls9XptsJHySwpzC6bbz/DVz/az/c8xWrCsXqArfOuG4WWrHl5JYFIFSRfo5rX1a2VwvD364B8/n+ztfPreR4fT6Zh1+9rtW9c2br1zI2wLrQvheHh8eu+zzx/fexJ3e92tS+3NG81+6KQmP/YbvSu3X83yp4cHn3363h+O733waO3y8el8UsrlW79YvrZ1/bXLSyvdfJJrZYJaY/3GZkPI8fjJR3+8c7pz9/TZsldvP358jM6Nd197/fa7vwiWnJVuf3YWBrJ/80q9WftY/WH7zv+7fXdv/wO/3m2eFWXqh8v9/rV3317a6uexZKVEEFKAooSBFs5KCrJ6mMbB1FeJxFShCD3UI3haCCFowSSF+BLlaiGU/r1Dk6/9wEsR//m945eqrh2Eg5z5dbtxyU/y/t7u8MM/zg6fHX34h6OTUxyf4vJ1/Ndf429+fWm5K8p0qj15cjz/5JNHx4eWgNV1XL7c6C7Hga/g59TBlVdaM0vv3aH9bf7vf3831Lh3gInAW7/Br15r/vY3l69s1Mtp8Wx79MUXo4P94zLD4d4w+d3wo/dRF2gorzBFKSB8tPt482317q8uba6bWsuHriHFfDIdniIBwJNA6djXnjICDFgIgtK+1J2l+NqNjd/+ZnL33tlH7599/NHvpnMUBsbCOFy+jv/yXy7deqOvg6mThYESzOrL/vqKA7/02o+2Lx2oYt4LNr5MVztBGPQGJru7Pdl7iH8eD++3PxiOMXfYuInXXmleXncrHb8ehmXJJreffbpzcJJ3enppSfX7QX8pimJd7UmEkLCCGUJB+Q6UkTO+hV9AljkQWpROpFr7PlRvKdjYCLf3vDt3stOnjzQhMZg79K/i5s3axmaz1a5pD+V83mzFr766NcyffXwfe4d4T46k/BMIVqDRxu038Ddvt5caAQpj3ajd8F+7UVOhKEz+wV1z98jev7ubGRgJvwFVw7tv4M3b7W5kfCqkEpXALV7YpvKXnMYvv/Zd7Js4c1/KkhNYgnw4CXJgAzIIirWtpdeLjVnGd+7u7z/B/7n7WZ5hMIdu4H//b3j3na3rV+qhV8LydFzu7Y/ufXE4n6HblSsr0dKyT4Liuo3r5urVuMjF7uPG9ufjx/vH+58c+Aqf7wMt/Of/ir99S//q1aU4jsvH0yePJ8cnk9FktnME786dk8EdpSAdFCAFhIT0sXEZv3gL167qK2ut+kYNrj4t5qfJ6WCKKEYUs5IlWUtSSqGkYOeMlrbW9MTV+uitMC0e7Q7w//xf+yT3ncF0jCzD1lW8/U7zF2/X3nyj0e9aWemdk6j0os5D+a88Hd/Hvnap+KqWIpEAExMAZUEZtNdotK9sXEK5Oz756OM707vD0WdIc/Nkf1S/Xr9x6fKrv36nt+E5pFlZFGn6+eefffLxQ6Uar9169cb1a2GroYS2WlJQe+VX70ShPvu//+HTTz86e/Tx4z/W53kxGk0bN2+3bl3Zun1NNgMGJRClirqbVxQ3hofjh59+Nnj06MlHLkU2z4xY2tx8vbP5xtXuRtsPkVmG0P3NLVXiPn+xe/f+owcPtz//PPaaecITIa9dvn7r3V80rm5kSmbad9KTEhawgkGCLCsnvFYvZTKm1HEUt5pBFLLvV0JJQhC5v8aig+8HXb3A/yGqCFPSJ/KJgyKXZc5aeVopZ60jB0nkKfIqZd6qdp/Oqzsuph7rmKyzB0eHj588moxHo+FwNp/6vp/n5WQ0IymFkNZZx04qDRJRFNfrjW63e+2qm8/ntVrs6RcJpMQACSIix8yOAabnCz5d1AnyC7MdFtAVw2OQCFhIPl/QRSXDYGEIhSpzdXaWHx1NZmncgIrCuNVstGIEXkEQsALQlSyN1kIDpQMRxOIE3Qsn6p479EveffGFr4puVmcKqRVpT2qtnQQyMywGp6eHg8FoPneCWp3W8spSr9uMo0BUTE5eUDpdns5n49PRyen0zPq1Vre1tNxt18NQQS6OXuFsTBe03PPMUgWwfxMlXQAOTnAKkcElJ0c7B0f7Z7PxaZbPVH1tebW9ub68vlSvkacsLRhvAo4gFOCBPSc0PK0CJWRhbWbLHI7ZwhqwJyuORTVNfu0pvJgvMQRDMGBmdsaidDBOnoPTfz3IdGWiIv9I2e12L126lGVZhaE456SU1f9W7/yRaNT/MD7avzFzL40pxyyIHPP/z957P8mRJGtin3tE6qws0dVdLdEQMwBG7lN79+x4gmb84XhG459MGmnGH2g847vbXe7bN7szmBmo1qJ0ZWZEOH/ILNECGAwws+q1G6zRXZkVGRnS/YvP3cuiUEpnWdbtdrMsc84q5vq4Gw6mLMppaWbTyWg8Hk5GRT5RmlJxajyavCqGl+ffN2IQeURBlmVr3U6WNYIo6rS7YRjHUdztrm321ptZqj393jkg3izXFHNV5LPcFdoWhyejV4eXp2eDxtrG5l5vc3+jEVo7HXIp08Hs4PVJ7qIkW2u2e1lzXekhJkNlC5RcTE0+M9VqRERae0xVLmlFxI8ePdrduUdMzHDiHBwRiwgJfM+vRlfgB572CHACon91c/lO7uTPT67QqogUhJy7MjXfwiGSitMuRA6WeUbsAl810mwv3H/69Puvv7s8Pjw8GlyO+9jsbT59cO/J7v37sVUg4jTU55eXg9H47OJiDPgbG5krFQuzMqJ0vNbaVZtn+YOPDp9/1ZlemtOz/qRUXqu1+eje/pO9jx9vwwdIaWcCPwl7a5mH199f7Oy2+2fh8HKKMkDSyh7c7368391dj5tO1KxEztCNsNnUqre3s7ezUR5ezAQX09FYyN/e7T56kPbWbRIPtAk9rXxYh8l4QmKZrBJTkiobjcbubvNsEnQyTnz4itQ84iTDWYh9Z+TvfeTNp6SViiTzCOVUsra9rfZorD/6uHHwenRyiLNzGIN2B08/weefew8fJMRDZ3IoOKvGYzscQhziBMNhkbWUJAGRRVaqBFtl/OTLzWdHB+MZLoYIU1CEvXt4+rj5+GErDWhwOStLp7jY24YfIXcYzjA6hxWMbVEQco1SoWWw8cBM8glZFVIK1YCoMNDrG9CEVhOxnwdsFaQ2dUnAjj3b6tDjJ23Ql77/7f/zX78/fIXBENYiDrHew+cf4+mTbHtXW9YMC9FVOFAss6ysHt9j7gzxE6qV1woigIiMookf2iCgh9vhFx/H0p9gjOMj5AWaXXzxKH68m/bW8zQkWMcInAvHI+lfQntlkpZlydaFqDX8SrknIUfKKm/WSNy9HvIJttbRSXzP08oj5REoZ81JSvfvxycn7dHpwfkJxEErZBE+2sMvP1/faHpZwJPpuctLhOX+o82JRP3pV9+/xDjHNAd5aHextYlPH4Uf77bamnRhYUtf2b2NLPJDmbn+0auvxhjmGJcogfUG7m3il59tPtj211ROxZRBTtS8rf+YUnWHgnjz8ARTkAFG8C529poPz7OPP4rG02k5Q55Dazx4iKdPGztbYZZQ7AVwPqznZDzNcXYJHdh2oWwZOqMIirTzMX1wr/33X9x7/tXvf/urvBBMgGYb8SY+e4JfPN3e3W6AlDM5+dRa5wePgjLIlcP5AZjgM8oplAYrwEMQIH8Ka9lZBmvAqsgkHWltovcRulseuLDOsZcoHcAUyjE8gtJbW9kv/jYrkMj/+/2//Et/NoUYmBwA7m3jiy/SL77MNjbgaQPLcB6s1Kqvcyv29Pv3zg1SwsItaqUnaGnoWVIlBypqppv3PB0+OErv/fYyvzDD2chyHPeae4+ffvzZk9a6Dx8Q7Qo21g2Hw+GoH8VcutyJVaw8pVgrUMjtZufj/fV/+d3+67WDZ68vzoalF3HvXuvhx8n+vcZ61/dJjJyOc99Ls40w8Vp737x+/rtvL16dTEbjAprSbGN77/6nH3UfrFEIAUonilWaZXv378tl/v1vvnn96uRi7Gal88PGzs7mw48fbm5tSBSK6JHTHsACA0AZIgfjdG5L0c31Xu/J4+0H+0EjMc6qynOLqp/XrFpaATkWPcJ/9Inz88r7xbqqwkwpQIE0VOh7iVaR7+k00YFP5SwvitKBS6AkQGOeqrQKTyVSwV7VHwQw9TZ64/sPZ5PJ6cnxxcVxoxEdHp2OB8P+cDiY5AIIIQrD7tpas9nqbfS2d3Z37+0RQcQS6To0uGJoT2lFXHXnHHMRCwgzL4IvvAGftyALaEVquRVxpVsRRKHgs/P8fOCMyvxGN0iSIEAcSOiJRp2pAaKAEgwRZoLmKl4MCGahiBCtbnS3jydZcJmuoGtVnkEQFEG0ApSCYFYWl8PZ8Vl+3mfttbvr2512u7uWNTOlWOAcxIAdZrPxeDibFXkJx2HUbDXWmq1OkjaU5pq2VtFACUJYhBCbg0b0tuxlBEcygx1DJpgOLs+On7949fvvDvoFhZub2dZuc2MjiH1CSeAq70nV5GAPFMLLPI6cEZQmgPMCvZYlmtxkUpSpL1V9lkrDreIWrCwlUsXtcuKsLayZsTMsmINvuHpE/E6yGsnoT0LCeu/nVuBUGIZPnjzJsmw2mxGRMWYRb76SCreqch3+4Juu5l5c+Mctbv4LxbDeH7kj4ZV2cguOpRPP8xqNxu7uDhOT0IJzitp32EzGg7Ozo/7Fef9iNBtZkmB9o7u9vR6HkkS2ESsibUpqt9vNZsMPg2ar3VnrBn4QBWHWSLMsrTLj/mwiABHYWRC88Ti/OLk8vxhb9lrdtf2H93f37wVpaMrReNTPB/mgX+aFjrO1TndrrdtLGiHKAqw9P/Q9H855iuMoCoJAa6jKbQFQSoIAvhdqFThnrTOsmOu4YBWr3VUjU2vFc58a5wCq+Qh3cid38icSWvkHoN4RnLh3sehXLR4n7KA5SKF8NvLg3/x90uqeHx5dTkcXUpTNZO8Xn937eE9raA1iT4S8IHn86RdJuma17t6711xrxZHSGoXlQjdG4sL1nU//requ3z97PZnmakahTdN0e3PnwWYYAAoEranBLI6tSYsHf/9lmj385f/4PxSmGEGfW9V48LR7vycetGLD2pATJ3CWxcv2Hvy7//w//90v/rFflOdEIx14a717Tz6NO00knAuXigtCXkghTjFrHVppcJO7H2/98j93048+TXpb9z9+pONIi6pPOO2Hd8etv7/lthVZoFfVLVzFkxr3evIP/7iWtfnksFCImAdecPnk08aTT9uKxp4m6BDsxVH4ydOH25v9vJi0W0l7LRanxHmINGBRDJJe8G//03bajU8Pi9nUmGDkdUaPPk4e7oqPU+SkWda63t/87drGdjyaOMf+YDx1jj3JijE4caU/GJmTIHG7u2mzwbHvexzAOuhy//Haf/5fdorIRWuq05LEk8BjW4rieVAeKlkP0la0vSO//Ld7G5vJN1+/9LWOIg5Uub7u7T2O2tks9AjKVUhj3Su3W+X1sH2vbnpHqaaVYWXAjstir+f9x7/dfbA2mlyW5XRmzbi95j1+2t7p6jjIfTGwDoDSePzkwfY9S2qQtcpmy/M87WydDE5Eal97Nl6Qr63pf/yHrS8/yRtZnGygETvfs44cXKEVtbPACP/dp82HG62D16fT2RRqwoF7+DjdW7OJJ5kmW/StmCCWEMWTj5vi9g8eXDrGpJhYLtc31M5O9HCvsR7YGF7gBRoCmcFctqPk03uJ+fvu7u505mclnJVxEpf376V7bbXu25ZibS0Tu0oTWaV2/shQcLfLtZ4lqRkDS2qXQLg2eEEQA7agHOEosHZ7x/yX//LZ51/2h/2RUk78SaOLTz5d63UQaQtREOX7/tbmhgP1B8Nmq7nWStNYJ7EjyWELKNvoqC8+69jpZ//wC54VxqmJDc7jzuTJ47ibOVCO6cRL0o++3HAtHe9s/+N4amC1dpqdLdkUzOyVLmd/vHs/uv9R0tvkZuajmEFddrfUL//ddrw9au8mO/ca6wF5YQjlwREcQxiK4XlA2d2kT79oho0nn30yNrllmZL0RQ/3P2p98TfNZqcgKiACUbCVeeiuAlYfgFvJcv9gInvjoOMaalnRKwwFpc50UysX3fu0+b8G945fviJYw96Mg+2nX24/6JIPA5Ag8JNG03/8+JMobjeytd7GZphEnq9DHw4wpOEFkyje/5sv1tY3z1/2xyMXdHp6fSPY3Vq7txelUQAIO5An2kGJj/De559pjmVY9kejsZTUSpOd3v3PPlYpaw8glKKAwPM4ycKNR/jH/0ltffIPQ6uNZfKDtYd7608fpd1OHmq2QAlH89TjYMUeKXDoJev4u//4n/Y/+7K9ublxb9sLfWZiRh2VnWod/TZ5u8n8I+TPzfHo3aGrJSRaTeX5bwQorbw0jbPMp/ORMUOx2pTWWQJ5lmGAeX69JeVZxDmxVXS9IPAfPny4vbEFZ4t8Mhoeac+8fHX0v/0f//c//eb3jq0h1r6/sbP9y7/5my8++6zX22xkWZwkYRBotWIkE8HzmMg5W3m4ADDWWOeYWc/RrJtW9XzO2ApKEVFXgsaQoCgxHA+PTvuDqdNp0N6J/V5jrRnFReiXXIHxFWeSHDylgdLBGJACE5hBUPNzm4XZf7Miqy1cV2y1llLz3So4zREKwKIcnI8uD876B8duOGxT0vW8Zruz1mlnisDVKYvHsCWK0Wg6G0/srAhIdbygqX3PiyiMAVUKVGUGSt1NhgQQBeFFBZhxhfR05VfLZFhZmHLSvzh+ffj61enx6axwnfXO1sbmdqvTCYLQSWGEhLR/5b0VDE8vZwdfv3z11XfFuLW+FnTSMEu8MCKlrVShCqDpzdEF5rqzwDrfOl8ETojh+14QKVZmzkqhK7f/hcjNeFI/SrTWnU4nSZKnT59WAE2VdnABPK2W/4PPWoSQf8sNH1LbP5X8WOhtFeoSuc69AkBMWmki0kr5Wq/MeoYAXGrNRTkdjwbj0XA2mZmSvUht9tq//Ddf7u+tr7XiOFCKPWOQJAkz5WURxXEQhFp7vtZMUBr4wNOum8ddy5eSOqKUiCnNdJqfn/cPDo6n41naytbWuvv79xpZIy9n0+k0H8/Ozkfn/YJUM066zcZamoQgAGZYFpfTEbRrtdN2K41CHYQL9+TqP+VpXaPkzGQ1mGiepICA1ayiy1Bi9Jc60u7kTv7qZD5TKx9jCFZSSuM2YgrNNUKu7pRqaitSiegADW4/Wd94+NDOytyawuOJEhtpP46qXMZwNDOW/WT/8dOd/Ue5c/B8HYasISJWvHHBuUtVa6+Xbe49jooRF1ZbFfSLovQo62RgOAcmCHmlxIUYCVT2MNi43/iksKW1IyMDA8raFGuGWONEUenYUSDitFZBL3zQ3o+Fc6Gp8kvtz4hF+17MpULgtAacAQSsPaXY8xSEGQkTbX3a7Tz+hMJQNwKrIQVgK9hhcXT0sxKvVvsBVzaQyh6qWP+kACGetdoqzeLde2E+85KwDZoCl3FqPT8nKkEK7MMUcUT376876VpntAaRFWeoCufsSodJkNqPP4l393dmE2WtGB6reBKG08CbKemDVJx4WzvBxnb6SdkwjomD0hJxyC4yObxEi19Myr6jKXPps2mHgGK4CXzu3vf+/fYj5zunC5JJoCxcdRC9QJlK0CSIXLtL3fXWZ593Tk+7URi1GrGzU98zEgzEH2lbOCdimUWpJWPwLRrjz8gBFqkOn52GEWU7mfoyaTzZ67iSWQA3g0zixEVJCSJdOqFSHBoZRWnmWDuJPD3V2ikScq4+PRMRYueIFLQ2DU1PnrQVFJOUagavJOuMCMMxm5BnazGn+75+2BwO4sl04gVCehbF8AMHa0ImxWS09TMlbprF3E47szxTnspdXrpJFCMJJfKd5woNMMM555xlgVL5Rjf6N9HmExuUXiIs1k60moVB6XHuowjATAQwE9trA/XNQvJ++v1NSkH1iaszbUmlwinAACPtl5vbamNr/W+LzVle+D6LmhGPgtB4KvdUVQnj+9RqeY3mlsMWESkmT4FUCRhYgiJg0ukG//4/bZiyUTqQ5yz3hS+0HkRVAk0It2y74z7v+fe/3AJrB/E9TzOXhRB8Ul5ezkjN4tSxP9F6FvqATOHOvSz89NP03sefkO+UtgkTlAdr69wFBFgDJnhIm3TfD3f3u5BdcqTJKJ4JT+CNVDhjZQkiFiRca7BXSIjvO/oJAJjgnMyNT8FVI+Jq0fWJJQECbRCXKnBpsPbR5vajeDYpZnkB7RcglWS6AecB1VrKnh+Ee/c/2tp5qD1fwM6BNSxgHaxjB1811nc/TYPHkBlZo3TakrQxZjEeaQZbBzCIrZNcrB9Ea48edXr3Eh2X1k1N4SLPhtpFHvm1f4Vx2iImWOfD20rvZzvbRhkOZ6UhrVUjLjyUrCKGOLCuOSIMOFIQ1krrkLxu/Chp7lvLWusoFK8KuANBRYtZHb/VWid/Webte8j7s65qnM9V8cm9JI3ThnZuYM1QXGJL4xwJ1KxErpCqOXQ135EBzEepKKIkbSRxE87B5TAhaBh49Otui5QypJ0fU5x0ersPH3382Weft1otP1Cr1Ob59CGwEsBY48QpzcwsItYJMVexfN9Mm3Nzr0Ylpcstq7AGcjw4iJn2z44OXg0nU6PD3EvRWEs6jaxhmyn5CnXZBDgjIpZVaex0apTWceQpgggUqZpoJgKBOAtgzhJfLAE3jNA5qn2TI+YkZ8z6g+PD88PvDo9fn5hZuenZJnHSbrWTRIlzYFNjTqVxZV44HJ9PXrwcTfM0jbtJs9FoRXFDg3MBC/yKI+eqejqnHOpZUtMjVkfBtfpaggEZmHwyHBy+Ojo+HJVlQqqhvbjZ7DSzZiPxPIKIIrAjkAPNyyyH4/Oj4enL0eXrkehmrLw0UJ122O54QegIztaqwZvhEkAq12tjkRtVOmutY4myKGj4KiCwkytL7Y+b2KvJ41Z5Rj8K9HlL4asrtXNu9ZNFse9NvCKiMAzDMHy/6t3JO8gbASAAy/G2vKVCahzBEqw4C6cYgWIvSaMHD3afPrmXRp6vmKFBdSrIVTtwVbdaMIM/DMC6dly/4J2iNKbIi/Ozi6PDk7OLCybu9TZ72z0v1OPJaDoejUaXk1G/P57kRlhFYZgGQVjBasPR5OuDs2evT8bTUW+zvbXV0do5d/NxdR2ISGm1Soy9fusPIad3cid38kcTqdI8C8v8fJIgUmWFvjUt21WhhUZIYCGBFuc5gglp4kMJSDwBmBASLIEYAhhT6aFMymcF3488wsKnC0SkfENwHLJOrSuNaIq9ym5vEhwtdSonKCyAkNhD0LIeFaKQcBWWtUFzojuIhcRpDe2cCLP1hLTMnDUCB2XBIPgAGCJgg6g6CXQAqgNNmEIAnwBSTA0KqigSFmxvaaj3XeHeQwlZfdLi63NqvAix8yLjySRKIPBExlTzAyozMoRjTAvAaY+1V32nPuZkCuAcCgNyxOKpifamYUwQBTCoBOVASeQAC7EIxQ8FMokqA0wY0IAH0YACxJHrkBM4gqhqNDgHmoByeIhioCpq4c1E884WVC6QpEyzoyEG0M0OAQVwCQhgQSWqOKyWxK3k7XpbZ8wvEddRfW/0xgeCWo7IgYw4Zo780pe+hBpgEuFahTDMVuBBuJhOgSKMtCNjhAiG4TBP+jmnKYsTFoBYiHKlSq2gBAxoEusE0ARV69T5OCYVx7m4cbpWWV21PymTEBNgnHUEIWWgCpZp0q6shuoA2QEWzrGIAgPGiRMI6wAg54zS01bTS8kayhcaEWAJYPJJXKW4S90L10ClD5NbdKZFpsKFpeBAFiLzPPECKIiFHUOXcUNBpimUAEKOYAjlHOeCOEsw5IkHeEvmUDUaq9QBHkoHjBHkvj/1cQowqMpelQMWrOAEgUZoIEdJgqSeFzSfHVzbtQRUJlg1+Cs/PncGcBIhigEIE0OovlRb4RYE2ByYUUhpOAWNQbpaxQELKoACYsAKUJCKicJLxXMRo/3DpXbout4l9WGIW+iDQmARElJGgpFxygu5xbkDNVUICFBtBxVSKwJFnjHOGqf9VPtSdzNBBKWt3kmDU09HKhblhIQ9KAcYQkDkETxAKXYVK5bIQDuGarUpQy4QggdYqhKZwolYQyAIe070FFI4qyJSIQmUQ23NVuHumSA5CEvntPkRNwEwAhUoFSQ8V/1lzh6qzzb+SCccf17yLtDVreNyTn4hgDWiKEripBHFqfK041kJa+CQ50VZwPhwenFoviAWVWdzzEoYDDefA65EOc7zk/HgbDwaDkfT8QxK+53mZru7naQN1mq+n65sGas18zzteZ7WSpWamYhFyNkqtBKo/n/xXsR17zuqAPXSmZwdo8whGkrBY4HHQahKMzk5O74cjUrlUZJFjTBLKAoqYkC1O1gAxrrJLC8titIqqzyPjQhBosADKqOrAmycc5bhSF1BrFeaez5Ur9m81fAW50xemOFw2r8Y9Ud5PhOvkNj30ihJgzBkAsQ4VxhmMgWXpSXKjRwcXhydTiTYaXZ6axvdtJlon0AGUE6MrQ9OQVCsFFd0aTPfgOUtW7gTGLgC+bTIi8k4H49KcakfpYGfpGGceAG7is/C1UY6f60C5fjs4rQ/KAJvs5HMDJrNtLnWyZpNX3uW2AHE9cb6QyICB9jKTdhaEh0qeGRghBexBH+cjS8i1tq6w+xSNdFaK6WMMdba1WDn7ydhhqHRAAAgAElEQVSVKb6Ip6611lpXvJ7VMOrvEU/9Tt5FVvHB1c/f7kW44GfNe0TmZ+bXOmix6fIKTE0iVTJUByckXuC1wjBN08z3/XlRqFRN94aDrVUw68PklgLmL2IGg+HlxcXR0dHp2alzttleW+t2PF/1B/3JZDIdj4eXZ9b0lXaNLI5HzvMYZAtjp2XZn9rjvhycjMC0tdXt9ZqtZuxd105uKCtvfam78X8nd/JnI9fgdFkuS++wHy55DlLZyiwCJyioJnwv1ssqBbg4SL0Uzg/N5r9SrRvVjzcCJnLiCXtXHoQ6aiatVEBA4rSQlsqNZuWVWMAiCoQquT0gRFUovhmoIoUsCuS57eGj9jyaqxxcQ/NCAjiCo2X5i9aqWa7viVsJ4D7MklxVP5euEpACVAJFhTEJA6IhPmqTXNc3k1n0frVlSeUSXje0IjKQkqgADMjVXVU1g1uY3yVQgC1gr9xQm+jMsvwdjgENUqBCYGv0UuYNLgv3/MVP1N4VNFtJi4b5DQwoOAXHgKIrA+RNUqmxBHIrj1he++DQCZWZzZWl7UQUCl+skHO19U0EYiE4rmJxECAwgkIgTCAQCy+mp1S4SR1x2BGE4EQMUa0eMxQJC9S8aYTgSEpgtsgcSgKaQydEbMWp6k2dwRJ4EhIhAI4AReBqflcpDgXkKvOTHMgQSg3xlqpXVT0lQhXEVk2ZH+yOxfCVK0P5NrmqTi3RKlntdFreSmblT6qDlCOvch5WS0J9uC4E4QrfISLAAAYitXtd9XZLOLWKd14NyCHIzhe8avmr5oUCEagATeoIdHUF+Wpqhflor90bKymrScTV/U4Ber4WOcwv1LgtDMjW/mqo1qDFDNJweo6RLQLy/PSustdzRdwitYlaQTcOSqBMtdaqq4t8VZ6rU1DPMw7VJQit7iEQVMkxVIE5Yr/YKQBvQQeb82EdwQIFQdRiZILnewpXA18qLI4cqOB6GNPK0KsXMoGS5VsvCIOLlbRc2e5qg0Dq4fOvVt6PdbVKjWVoH36StNaz9km7ddkIz8IJPDFmOhpenA8uszLIrI8VC69ai2W+KFcLKUEsnAEbaybD/tnrVy8uzi+ms3Ka+2nW6PYera3vJGni+1oWCboEsopnCAAHZj/wPU9prZgYIGOkLKyJGIw6IcJynFQAKAOAsZgVg4E5H5jLvMyZomacNT0vpZCMk+L84uTVwauLfsneVtJqrq21240k9JWqM+8SBCbPB+PZ8Xn/vD8Momi9uxEGvu97vq4S7IpYARwxE5FidmLFuIomyKxQbxiL95GVkbz4VGjeBc7ZsizzsijhrAYila031zbWkiQMfITsaRgFRyBxGA6nJ+eD1ycXg1mhG77y/SgKWs0sCHytwCAnTpyBkONaZXACjxR0PeduV6eWzVlF94S1rihMWViG18ra691uI02iAFrgiQMpK6iZam6K8ZkZncyK0fnIfn8kU9PINra66xubvbVWK2Y2DCX1EdDbZAX8E0AMZOZsyRKFgQoDYbXSjD9OKxQR55xzbjQaXV5ejsfjsizLslRK+b5vrbXWVqyY94OuKnCkAkEW0FUURUEQRFHU7XajKLqjmfzRZBWCdOKW+8xtsui71eBfb7h3bsLI8i+u4gXAETEjJJf6XiuO254XzyOeyGK1vaFMwbrK65OZWX7ssP4BIUCMNVqp4Wh4eHD48uXLFy+eHx8fh2HkRFjBOXd50Z9MZ3EQxoFqJNRsJYboYjxwdnhxcXB8bAeeuTidjqepH64nDWxvb3TX0qwR/gy5EO/kTu7kTyJX8PN5GNNbbvpBqXZoJ2CGUG1CCS2PoxnXI75Tde6J2tWiWgOrT1xlJTNq1sZ8fVSLsAsLlGZRe4Hw0k6eR+UUVd0qTICuuUb1gXmF1jBBoT7RZQJVYUikVjdXiq+T9lRhwKpFmwlM89q+p8zt7ffErWTVVlopcKEyVfZzRRwxVGVAXIS7rVAnFoidN6IDhKrwss7Wpr4AUoEwDmKBynmDIRrQIF0HWYUF29pWWwZHr1N7rJjlNGfrVe3shAyRzPN38JymvwDgFm+KOkyPmNp6ry2CRTwjVb9Rff8PtifNtfK33fFhQgQWqbAiIbGAYXKywClYQ5RINUWqN3I1X1CYibEMwUlzA6zKxVT75YtYqTEBImEnBKrCPjmudRqRekbSHL1QgHJurvnU81+q4MI1oCNUWR8CBilZhqziKvs3kwIcw0BKrj1oGKi8ceCkPrebT94fxq1kVUN6851vlZvXF4MQKyynqsctYOrxCVTBrQACqYWVBrg6s73MlcAaWqV57Ij57CMDuDnTsPqp5kiT3DKMrvhku2XdKrRLZE6PqurGEAZzPbOW361AkWrKWKAEVfOumptzdBi6ZqvePil+evOEmN7y5/JzAlBjSYuqkFTtK0xUTYj6NnnbxK7SyFmpgS2WGnOt8D1ZRYtkGa55jllCAFVF3rm6mDsAVN+5ODKh+aGFojmbRtwCF6Qb49nN36KGMWr87mdo978EeT/oClii1AzyoGOdrCfZRrNxkUavI55RPhqevOqfbIzXW2U7cpHnamc+npP4Fjtk1WsWZCE53My5cjAcnV9cTqcza9laHQStdntrY2Or0UiVYp735dXVjCACZ8CiNClNqjoMc2RKKUuxBk7PSZI1cFlDmQalc8bMxqcvD7/5+vB3X706uBgiCvYf3/viFw+buhGq2SSfXg6HB0fH5xeQ9sZaK+s2W404DTQpJYAFCyzNpsXp6fnzF6+fPX+eZs3gF2G72fS0UnXtrNIaBBgLEjCxQ2krThj5nmbi+TZ4Bd2r3nO+1dcQMiul2INjZ11pZqUUQdO216OsGfm+Chg+SIEhJawhIxen/RcvD8+GI/EIgZC2UaCbaeqrQME6V2hWWgWAWLGlsdaJAEorXoDvbxsPBCgoD56nPR0EXhBobSWKg0aWEDkCNIPYgayWSvkowTmKy5Pj7w9PXj4/vvj6cDLhdGdvf2Nns9PN0kR7YJoTVd4h9ENFahOImcLMxBhmHQRhmHgckPAb1qu3SYVbiYgx5uDg4Fe/+tWLFy8uLy/zPLfWrkZHqm5bfOtHPWXxrSoVIADP87a2tr788ksR2dzc1LoOWf0XGgH9L1GWXfhWNehqj9CbtxJZGiv1T6mQKaAaYwouIAk9ThSHgGbWqtIk5cpBjQDGWeucNXY8GStWcRIzkWKlfprhUZ9OaaVLUwwGg2+/+/YPv//Dr3/z68l4wop/9etf+Z5PTAAR8SdPnj7+aD9JgrVWXIprNgbD2fD89IWUZ0pcOU3ENrc3G1mLdnY6W5trSeJjriXcyZ3cyV+TUB1L5xYcZhmIA0DF8qhVsJV75v+pOcqzQO4XuNWVL7i5f8n804V5qGh59HflO4JVI+jawaCWpZZQGXdV2L3VF+LKhJCKjbACri2xs3kE3dWXAoGWXi967hMiAvs++sJNWbVjf9S3Vuq4aIwrKJiCKFRJs8RVBPGlCl6RcWShpXG9slctQAvVlWpUiDxQVPvW1alLeI5bVS1ir9Sq+pMq643rhEE1JoU5YMKAN38cqrCsN7bihQHKIAUKIIs4IQt2SYU7XGuTD5W3qAXvIiwrBZBy7AN6bveQgC14OZUIAiKaH/cSAbSS8FOwnBACEIma41A1QFLDhvXkIyfVRq+YAlehS4T5SXDNBZu/pkAU4IOciGUiO4d4BSRCIgxUZKyqDiRCRCxgkGdXYVOq84nXBK+6tm9s3rrD6Ppo/hFyReG79hGtPGS+3EjlGOyD/XogLWGHijDlligVFmvfHAZcrb5jsA8oSDT/UM1BqwXMpCD+Uo3EnEpQB1nm+cJHNXS7wO8XJCnCnO0lN16tgok9QF1JmV05GNYz93oz3Wi+nx5FWfTm1TV+UXWpf1QgX8Vjm1v5XCXhq5TnuccwM3jl8OPKKQjqS9UuUyGKXJ2j1KgjLUYAAeLAcz6MVCcutATIlqtjVW0Hxcu9qRKu4Ce3WLWv8nBQI5/E9bFNPXZq5s6/UtCqkveBrlbiDBOgQbFBW2dodqYb3eH9rfPB+GAyOD357quDNO41k2E7mYVtCkgzMVX72LztQTKPEQVYSAGXG1OOx5PRaFIUhqAU+1qFQRAncZJlaRB6zKoGB4iusK7AIIZi39dB4Ck9gwHAxmA2NWXik7dYVpYiEGNLU8ym4+HB4Ytf//o3v/r1t6/PhhIGw/xyczPdzsRX08FkejbOj/qj/lQHHcS+igOlGRAnUtQ0TiOTyeTFi5e/++oP4+ksipOyLCrLVrCyrAH56OLw8ADERqQ/y/0k3VjvNdNIV2HdQQ726rS6BeQmYSZdITtFkRuZ6ciGqVIeRIyDdrAKJewM+cjlk/OL4cvD83EpLvDJp0YjXG+lWRwGpDxAbK3QiZuawsxmxfn5YDIr/SD2ozhOG2nsK4FmKDU/dlytHSlCAFjQNAyTTrudNS5ejYvJpD+dDkUMMSAOrkL0NZwB58DElJcnpy//8OwPX78e2bS72d188PTJzr3tRiOi+uxg5TlvRK8WYB8gdmzyYTmdwTiG8vw4avg65HoXeZ9NjZm11tPp9PT09Pz8/OTkxM1Tnl2pxAdAV1WBWuuKwqO1juPYWjscDpvNZhzHRFSPpTsG1k8tt3ZcBRBXpkY1sOYf31LA0kq5vXdWdIV6U3IQRxDf9+M4CcNQKwNYZ0xZlGLB7GvlLUqSWv8XIWKCc24ynozGo6PDozzPW+1Wu9XutNsqCD6wKVYqzAB5OiQi3/M9T0dhWEVhm4zH/aKfJHHayIIgyJrNtfWNtIEg9LLM9Xp5ltskTWyej0dTn5NW1lpfT1sdarb8JKmVM+tW/Mjv5E7u5C9e6u3p1u1PbjVuaH5t9f+5lXczJ8ut2+pb9CRaQFfyxq9cuXmOw1ypl9xe7K0VWgIKdPsNyxLcW67fKPYH7rtpbN/65xuLv1HOwgQEMPeBqgCsCtyBzH2L7FX6xq1+LKvGGs1zdt+sxU27el49mgMpiyuyeGi9L1PFlwNd7bDVflqxf6sgUTcbYCkLqPI9da2r4MQHyjLpnXMkdM1wW1xcPJZvTIrV6lypmlR+h28k7FUjnURW8a9rRdW2fHW6ulCm3PWpSbTaBdUvQnOyGGq7vq5I5YWH2yt1WyXkamf/FHINM7mBnIDmo2gei/Tad+XapFh58SuPqMpRVx9BK+Wg9ohbPHcZKB3z8itUy60Ui9rpbzlZVgqXa2/E9YvI1des+l9ue/c/CnhyDb26JjW/tVojbiwbN8eDq9HQN6xAc3rvaglvOldgrPiA4sr6tBi2VxTcG3HwbrbpsqhVcW++9K9V3ge6mmM/DlCOPEfaeaGOG91e+ejBbDDIxxP77eHl4PD5V9bGvl6LA1XurncbzSwMfC0AgZ1YcY4AEINrR2kwg/n84uL09PT05LTfHwRBmKo0Cn1PqygOG41U3Bx+vOYtiCoZCoMoDP00jYJgSlacSFGKMQvI47qxRCA454wpisl4fDHoH/cvj0bDGUujmOVFXubTfCijo7PLl2fDy0KsF3hRGAYq9OF7VitHVFFGxVh3enr6h6+//u7773pb25tbW81mkxZ0WwAsMCPY4uz4+df/8rtvv391PpiZIGr0th7ee/hob393qxfHulqvF7ywa41fFyZE4PkRHqy1ZWkqWqMTx8xUe/4ayBRmOJoMLvrDwdTMxJvZkp2kcdhJgohFQTQYXgAITH/Qvzw7v3j+/etvnr28GM7IT4JGe3vv/pMH9zqxnzWiMPRUhUDycvZTPZYcEGoVpGmaNmI6Hlz2T4eDC2LR3sK/3tUMOzOE7c+K8eVw8Oz7F0eXHLa3dh/u79/f29nqxb7HDj7XPuWrGsttuI0QHMSROJTlrJhNy7ywhbDvB2EcJWEQvV8+sgowcs75vr+7u/sf/sN/ODs7GwwGIuJ53sJf7GqyufdcXipXNaVUFVSr1Wrt7u6maaqUqp51h1j9THJLEDEnIq7yxbuqjV/pAnHinGVefvENfURSB6619bycq2phGK6vr29u9dodNx5NixKzaX82ndiisViqiJY/qxmQ5/nx8fHLly8PDw/yPG+3O/cf3G800vCnga4WuqNyrmg2m59/8Xmr3Xry9Kk1xljrrC2KUmkvjuIgCLrr673NjThkSInIfBKuG+PiKLF5MRvnzqVhuLbRS/wApRlbWyjli8gdbHUnd/LXIrRkFrzJnllabTeBiZum0S22yvttq2+yeW69s8Zk3mzov73MFcDkDc9c+fxnN0Le+No3q/+m2uKqjVq57FUm9BIzuvKyP9zWc3OS5qNF5o1+vdUXZuAct1pRA1ceNCfXXSkfb2jglbOgZTvcijJ9kK4l16v7w/evVuj6yKcFVLdo7LcPwGtd/JbnC0DuptF/Rd6Kwr7xEbTUWa7UZ7W0K7/PTZubS8Tbnnqt6Mq78AOizq7Ku4yBxZPeAh+/vRw3//rNZr+GvaxCwLe+obs67jBvkmuFXEOd5g+6tdXk7TNiMWB/athw9RlLftktIjdb7q1VqVa1t1x99/3iCvK3iiLWv75DbW69+bZn3cmqvKfD4ByKcZXnOisf5GetTd4bloWd5mLcH15fTIYXR9/9/p+zwDfTCfAA1PB91oo8T3tKMzHVHGNritwU03I6ujx7/erVy4vL88v+BYAkjoyN4iRqt7O1TjuJI4atRozUrF5ZAfI1nIIOsqyxvt7KmjOa2ulsNpnmhRFPz528cd0pnZics9aUxpnzy9Ozi2PPb/Y2N7Z6vWaWKeaLs4vnB0eXuRE/dE45V2qUAdtAOY+dAopyPBmMj15fvHh5NJvN/CDo9Xp7e3vNZlOrOqyTVC6D5Xh0dnB69O3By6//z//9/3r26iLdexRt7H7z3Zn7R9VprYW+hnLCixOo1S16seRQBfn5vheGvu+rIPAUFcXYTEczKS3qaOLWudxN+4PzV1/987Nn377sD83MegWh3UjXOtlGM4k1GLb2kZYSpsjHw9ffP/vD777+r//0229fn1s/47j9+d/8XRyG/mYzCsj3SPn6Cp4EAGygtCiQF4ZRp51tbXVbp6Y/NbPpcDoe5NO2qeLBEztnxc1sMT4/Ofz+22+/fXF21jde1Np/vP/5L54+fby722tmsY4XJOY3rlpA5YMKAI5E4CxMXuST6XQoYpMobiWtZtxs+OkiVhZRzdl7x9G+8AhbX19vt9uVq2AVlx03oIoPwa2ulVPBWL7v+76/yuW5A7B+DqladaHDMRPJnPNHQiARcSLqmr89k6Y6+MkPDSoSVN6s1Z8O5IgRBH6zle3s9Pb2p8Ph6WA6Ho2Ojo9fJTFn6W4aAwufapGiLKaTyWw2m81mrw9e/+Y3vx6PJ91ul4iYWPEPxIN7Z1ko3s6J8zyv1Wo10gYrVsxOhImojn0JZialwMTEEHCQ62BKQBxEvh/CuOnUivLjCCBo61Ed3ovuXF/v5E7+umS5IV7fB289iPsh+an09XcvZ4Fe/YRl/lFE3sCDeCt88wOy0KsX+IIACwKUw5XYMvNnvZNiVdVqbrEv9JnrCMk1Y/iqTS5X36XGO67Z59cee/PDBWrwU8qthA68G/bzhvaTq1jou/Tyjxv1H3bDqrwF4LhZ2hwnXgCXy99/xEPrprtJJPqjyvstCQLMX3m19gvw7sorLR5h3/yeN4GzN81JesPvt8ptE+rKd99t3fyZhH7ciPmxKOwP3rk4t8GP9OP7M9tH/mLk/WNdVYYNzf3aiYE47Gz2BGQ5jLL13z17+d9+9/tnv//ncja7ODs5PzvY39/srrWaWdpsNhtpQxEI4sROxuOz07NB//Ls5PD44Lvp6DvPm3bWWp1ROD7jhOO1tXan3W6k6Twa5Gp/z2E00nAenIYKmq1sbT1rZn3z4nI4Gg7Hk6IwWlex8K4v+lVkA2YmpYWUI9a+3+mtf/LJk08/ebK5vj7LT755/v13r19Ni9IPQi7AzmgpUc5QlgRjMbu8PD89PPv69y9ev77U2nvy+Mn9Bw+yLAvDiHk5lIlA5KwZ98+Pzk8PLy9OBWo0swevzvqX5ce7Dz97MksC7YfEXOPMhEWMhUVSCqqXCWLoIEmjZjNd77ZaKZ/27fRyOBsM8/HI5B4HPCuK/vnxwfNnv/rvv/n/fns0KRtKp93NqLW+1mhEsYZP8OpFRyAC7ZXT2fnh0ffPnp2eHg/G+fn5VGd2/fLy5dGrtahsZwGcD1kZOUuwmcUJMXvNZO/e5kHfPDt3J69Gg4vT599+02tQz19P/JKICyvT6aR/efmHr178t3/654vLoZdsPtja/fSLjz7/fH+r184ir4pNhZUF/K0rQnXCIxBj88l03M+nYybOkqzdaLejVuqRtxwr18qbt+ebl5HKiU8pRURaa6wo6D8JkPQmwGvxuA/JXXgn7ygCEFHtIFiDVtUVApwx1jmBUkqpClR2Ds6J1lgBMd95MJCALJzVmsPQX19v39sfnJ6eT1+Ph8PDo6MXaer31tthkGgNAMbZ0pjZdHZwePjsm28ODg77/f5sNmt32ru7uzs72xvr6/5PGfy8mhGsFTmyRERB5e5dM9SY9SqD1cCJsCL4fqiYFUErDyBoFTUqQE0Ao9U82csd/Hond/LXJoI3QVcrN/zZCv0Itsefqwi/dQ+SlUX7XV712o4mqxm6Vlzqrh5jvnsb0iIG1so3CSvG8LXK3PqIBWdkUbEfsxFfL/zn2pgEy3BeP0Vhf7ZyO+nkxtWVT34UhHJVrunub1PiF4PrLWX9CdqVrrbYVSj2FrB1cXmBSa3C1rfaST8Kqn6/q//aZW4E/1nPzL8m+RDoCqjST2BumQQevE5H9H1OvHSdwubUysvDo8n48puvfzfoHx8fbT24v7exvtZstprNZhQGeT7L89lkPBkOxoPLwcHBy/PT11GQb/bivf0O+SWi6Yia29trzSzwVDWTHRHX9Kl5JURAYJAH9sEKmoJEp1ngKTfKJ+PxqD8YXPabjeatr0CKlad9L4hZR412Z/8RdTd219dagabJcDC4OPzuxdHx2SCI0wcPO9lIyG/Yaf/y+OA049ifORmenRyfHJ68fHV4fj7Z3L23f39/Z3un0Wj4PlfB+7DATUi0UsYU+WzCJEkUDowUjsaT8nI4vugPs8TXQcDLBblOSrBCLludJhIGcW9j6/GjJ+dnJ//y+xLT4eDk6PuvQyXd3kaYj45ePfv29Tffnhz3T85mpzlPw3bUae7e203DIIALVzOKVhkxrHOlGfUvSEwQKLJuUk7608Hh6eH9Na8oOqAUcksmYK64YEohjJrbO3tj794FfXP5Tf/i+PD5s1cN2o6ti0nE5caORuODw6Nvvr98fWJYtbb39nf27n/25N5uLw0DGzHDOoiug3G+ddmUZdUdxBV5MRzP+v2pWMriRjfL1tKo4Vf5Rz9oYWHma1SRnxBRWma1c27xlNVsd8Ad3+pnF6kQYixnbCWz2XQ6nUEAEWedgF1FN/WCINTao4pciTp/7u18IloMQALEgRU4hEMUppu93nB/dn5xMZwNivzy4vzgKA2baQi36Qe6dMV0MnHO5Xn+3bffvXjx4ptvvgHw+PGT+w/ub29tb/Z6zSyrUM6fuj3ArPgKn0vmLzgfsVViFIJUmaL0TadFV2XhEbFEevWM6k7u5E7+muS65/Wd/PHkB63WVQrVu5R2Dbeq/tmrlvPi0q0VeKvINV7V6rPeil5dtxFv3PZGiOjasxZPuRuuP7m8yxj7afTnd4EM3t7BsoBM/yTolcx/uY7PvmVk3jpHPnAY382CD5I73OqPJu9t6iymmsxpwwbM4Igauk2JUWlJQWt94/XR4fOXL8/OL2w5Ozx4NRn3v4tjpVWapI1GakwhQBKnvg7LwqZZp9lqtjK32YsZYdYqkrXJ0dAFTS8KSq0MQRMgTpiuHI9VCDVYgTRYcldCU5IGaeKNTV4Uk+FocHLe32o0AwUsUlFWxiSgSIsXhGHaaHW3dvaseLN8+urVdxf9kyj2PWWs9ffuP8mabaHw4Hjw+ngwvjj6l3++HJ0+f/ZN4vvOOTO4HJZWdnd3n3z2aW93r5E1PaXgqkzJlTiCCNgL4jRrN1udVqvFM22UNuQx8XAyHU6m07JMEQIicFTnXxa6Ep/P1dqDODjxVNJbv39/z/bPkpCH45mcHDz/p8nRq5dpsyEoL4r+QTG4HE9lMMXZuBBFm93eZm+z02xkYaDEqjqcFAEAc5I2Wq3Og/39wphyMCsDmnjRyfnBxaCdm01hrsxZ3IjZqACwBkJ4iXhltqEfPfYPJ3J4MdZm8vK7r/Oz75shW1dawDltLBkXbe88aXW6+w/u7+70tjY6jUAxA2KXqWSworHcWFpXFCiBdbBSlHQx4cuxywu15vtZ7GUxRRqLnDcr+taqCb1o20puxES7TRf/qbwFV4tS6rrb150Z8HPLNQ36WnMX+eT09Ozo8PXF+flwMHTWKe37QdRsrbXb3SRNWs1G1oyJUC2GIgLwtV6rcKs6AyYAJ1Ax4INUEPhra/70HkrLfty8HBSmnL54/uzi9PDrdtMP/MIUxhrf9yGYTCZBEHzxxZdRFPV6G5ubW+vr6512+6ceIm8yKhZXlw/kq0hW/brLW53AzKfTIpTmXaqBO7mTO7mTn0TmKg3dkthx5Z73XnJX6SwCmBtl/hyL+Y+Cw2odEIQ5V2VBQpGr9Z/ffitecCd/gXKFtiQ34oz/0FnZnxRxWKhS1yyOt0+r96ZW3cmd/DXIe0NXN09jACjAQxj72vXCLO10twaDnZOTra3Ng8ODk5PjwWBweX5xfnZWFIWIBIEfhkHayLY2t3sbm812a2NjY63biUMXaMeitnfs1uXk61eHg8LG3pRk6lys5knWVh6/yElhYXOQCxtRYy3LWuMsVQeno9HgbDId5aYUff0dCERgQDytwtCtrfWePP3ED+JvvgRWUFAAACAASURBVHl2cvyKTlUUR91Oe//e/ubWxvbOVhQnxycXv/3d1y9fHZ0cH/63//4sjrxOJ9OeSpP0/v6D+/sPtvfuZe21wA8q0GqFxOkAIT+Km+vb+x9PZq50/jffHp3OwtNZAOUZU07KYuasW3I+rq1fNOdpL6LxedCRp3Svp/7hbzu99ovffvXi4HRwdJi/fj3x1DiLbC/1YxUUtpSgpTl0UcML4267s9XpJkpr6+ZRa+qkoFGS3Lt/39lCs5PvX9CkPLXiVFmYYjIzRSluscjKnA22BJA0ECFQ1Eo7vv0i3Wn3dr97+er58+9fvfj+1e8v4ApmCaIgSdpr3Z3Nzb2PH6+vdbu9zY1uO/XYKlJUJzaeZ1+mJeXsplQNoVAnL0Vuj8+KF5d8WURWyFPcznSnBaVnVXQeorfHA3oT5/ad5BpJ6gPlTbb9rY/4CYGA28q/9azy56rAn0RuZfzaYpYX5fHJyeuDVy+++/ab3/9+Op1Y5/LCsPZ3du/v7z/q9XasYaW9NK08SR2grx5uL6YyEbhOvVtnk9GAgpY4zXZ2kjDudnsPn784fPbti/Pzi+PD118VuRPn+Z7Wqtlsra+vp42019trt1thGLZarUajEYbhz9D0b9KNbo6NxZ23DxICE5TAEZiIq6Adf+mj5U7u5E7+muSvYj26DaNZyntjNKscK6qiNNYFLtGfH18myRV163qt33SQdPXiFVmUcw1Qe0sJf2Lc6k/D8vkrFfqxmvvqMHn7Ud2fRt7+MjevfmDt/yqWwDv51yHvB13dOsT1HN0GNOuQm0Hg+b5WOoqjrc3exeXFyclpv38pItbZ6WxKhDRNs6zZanXWut1ms9XtrjWbTU0g51gQRuInM/LV5XTc6PhJyES8sHquprEXQOAMxEAJJUFro91s95OYxExH/fPJeFRYk1tEarleiSwsKALge35vo+f7QZZlaSM5PDpWrMMwzrL2wwcf9bbW0ywKAr+Rtf0g6m1sHLzuvHjxPAqDOImZaWur9+jRw83NzUbWDsKgBkgqJzVxNbhGBAQIdHfrHqswa65/9PHF66Pit9+cPD89V1pZQglXig3qavIcjOeruJUFCCIwCjoOw2Rjc32rt7m1HglL+9w40HB07szFWoN32xlm9tvD5xTlOoio0fT8MAnC1AsCYb0MBO8Ahf+fvfd+kuRIzkQ/j0hdWnS1HomZgcYuVpB3XN4d7Xh3Zu+Zvb/37HhGLsldYnexkIPB6Gktq0urVBH+fsjK6mo5AqMA9GdjPVVZmZGhw/0LD3chTcddvLRsS533jNnlhUf15k7AA+G6thNGFMTgcVjWE2AAEiQBC2bWzuuap3P5fKWYKTgib4n+oBbFIZFyXNPz8jO1xUuXrlYrs9lc1rYt0xCCJMlDX2YEnPUqHK0OAwwCYg1fNbp6oy3agW3adqlYqFbcfB7CGDDZBDftOXSG1PJDRZmXyF6devLirMSf5nXrHMbhCPRRf6DMDHDi2P5o+j+Rde5UiYWT4A8qHvQHnXZ3Z2dnd39/NPSLuUI+lwlCv9XtNNvtO3e+3t87uHXrlzq2AWbK5DL20VSPJk80PtgKgIzx1jU5kIBAJuuZVslxurZTzGZL9Xq93en0+r0wDFzXtSwrn8/Pzs0WisVareY4rmHIYrFoG2acHt89qgr8kBY651E68YFPfDi5xzlxbk+4cHR1gQtc4G1CYqzxY8b0rP9yS3LqYcDpt9CRy8+X5mnP8Glry7PirKXv2a1XXhMmpkAX7NWrw1lS/nG8yQaY5E7/MO3jHM76BTJzgQu81XgpVldI6ZWpi4JAwstnhRCO5xjmYhTFnU4nCAIiYmLNWhoycTJl2Y7jucKQQgotCGQRSMURkXZdb3FhrqpCy7U92yYmTtmBw4BriXGOBsgADEgDtpEpuKWKVy7aluRup7u/f3DQaLf7FcNlSwjbMMT4nEu6m8QshMwXCq7j5HLZuYX5kT8ChCDDNDOFQiWbs4QEM0tpXLlszs7Ubt245ge+bTtCStZsO6Ztm57nea47bcGR5nN6ZpGWlyvNIOtll+bD5YOQ8XAQRoYgCGiCZgaL9HTcYd1qZpGYRyWFjjSGMUwXjgkSHNmzswv/9b/Nd0ZSE1gHpLuG6hqj4d76Xqk0DFa2+mFUrNjlcrmUy2YsyzMT1+YJpyYAARLChm0ai8tLizPFa4PB/ObOg4PuZscX7Gpha0zcMx/d45j6lhRVkJCm8BxzppTLfPjeB+/eYqIwimMVSAkQOV4mnytalm1IQ8gxQ8eAng5FROP9uVO1XUqDxBIYWkNpNQq7Q95uRt0Rlcq15aXFSjlnOyxkBJKHKf4A06rz8dL9qT97gk9jryZHCXhcc+P9yRRjn3FHjGsmvZfomIh1zAaHXpbH+tePMb2UDlpmMCtWKvLDXqe3sbGx32iEQVQt1659/KmXMft+e7+5//39+3/67Isvvtjs9zmO3CAKhDnj2BVDnurraqq/UbozPAlwPPZyKy3bcxw9O2vNzs77vh+EodI6VpEhpWWZIEGCbMfJ5XJSSmaWhsFAEgdxmiR7GZ37BRI4pnAcU3XkuNg/zk5ygQtc4CeJN2x483LAU4LNOfe8QLInqavpQG7PUnMnWapT6bCp+58v/WN461iqk++m5wxDdoFnAeO4SDu27Xvqg/RmmWs+Lk2/YCI8+fh8OBTtL3rlBX4ceHbq6qna0DEWY/zV8Rwn64EQjnzPcx3HBRDrmCQBlLhYF1KSEIkpkYLWMQsiaUqAhJBZy3BJJ6dMFFiMj9ucfL8BMoAYCGD6REEuZy3Ol3OPm6vN3v5us9sZBEEUmxBSOEmQuHG2p9ZRItNxyq5bRk0hTk6qxUqIlEciIse2XdtGsaAY8mihYxWnajAj8XZzSK9N3wgS5GQyjpfN5Vmhn83vxSqOwsAyDENIYhqflJuqSRxybQIA4gDdfqvR322vNUNiO1NwjMVSprwwVzCgYpYGgBF0u/fgnoQKR8Nhv09WIZfLzFSL1Uo+49qSosmkxTA0DAVIQZI0sjnkMuWKqvZG9aHqhXI4kqadtZxMymYwMOU7ftrw+zDLWphmrljKlQXEpLMlbj4VJ2QKg4gnxApDENFhC3Nip3FagyfpQ4ypKwLiqNFq1Q+ajYOWIDk3Oz8zM+O57lHfB5Ms6pfuLvotjgM4LYNiTJbQUfaKpy2uk5ZlZp2YOjLrSemIaIoIm+BHv+ylOgwzaxXHg35/d3dnc3MziHUuX1yaX75546ZRchE3dnZXNQ/rezuNg+/v3bvPXJaWKFfdarVEjiRCEsxaHNLW0/z1lO2VOB6dKZPN2Mpm5nKpLI3jVRromEgIEql0/9w28q8Gz6j9vQU5vcAFLvCq8OMb4D9+e6sE0+vLyyrPWYZRdMbns998zP/Qs3aTnwSpCOCnVJK3GeNQTcBzjQGakqXeAPiMz0+9GSf1yh+WhYse+gpxZP77Kaw4bxjPTl09T7eevndsTQPLtpmthMsxpckT06H0CTH2904kIQUSV0das5RCgDW0OrO9p9W3DBACMYw4m3eWFktXFqv1QWfUbg1anV67UzRdyzvmGiYx7El9NqUR7gmCQAwW4nRzkmPXNLOUxpgjOeUBSsUkJhBIjLVW6N5w1A9CL5stFvKWlCYJSYJOuAlPCyrBIaJB1Gw2Nncfr21/92Tr3nZzRO61Szd+95u//agEywLBl/BhxBj0tza3Hz9Z39uvS4MWFqpLi9X5uVKtWnBdSZohVGJyxTAVSBMkWYBOaTnlD4P97b1eAMur5YqlbD5nWSmBRtMh+w5LfMRISoixw/UjjUUAj495HjoWTe7RBDHt4/qsZmcAiAUkJTyUjqN+b217e3NrNxjFuezM3Pzs/NxsIZcTFAoyxCFRRfh5WX9MCDue8pImwRqQgDxlNxSAVgyGAHOMsVESESUHX4+3CR37/0eLhCfVHAV+v1HfWV15/OTJmuHkcoU5NzdjZFwAUTRybdy4Mjdq3+jXe98/HN1/uKIk23mjMFNeXKwIsDgehu+oGjCZ+fi4d05pEJEJYBLTb4rFhRRGmujY0kocbbQLXOACF3hDOGVdeFlT01PlgRd4ip5m/3KOpnjObW8UL3c1OGtn5LkW+hNW9GeG/5vcQ0fXyB8ZThbvGMfwlAp4ZThaoc/ZiE+5/00207F5hk9eOhOvM9uncsGpjcLTM3Mq/zmVJp+8ftb9dOLij150P4aTJXzpaU5SfmrdMZ3e9hd4YTwLdXVywLzQ6iimfW1PERPpOaPEAkcC8vBGEjJhkUhCjnkSZjo6LwlKB3+yJlAWiIHYzmQqM5nrVyo7zcCPup397b2tfCWzkPXcOHWSnBoOEaDBCV82Kbbgo93ymIJ/kvGe1NSpvBUfGv5oJOxVHHVard39+sAP84XiTLWSz3gZxzalnOZVjkw2SoEU4pE/aG2sP/r227vfPtr+frPVCK16W8xd/sWVCAUTrogQDzAatnf2Hj7a/PLOk+1Gp1idX762eOXa/PJiNZeRpgFEE9pCTApPAGBABwgGcafX7Q467UFI7vzyTKVadV0ITDXAWQN3fF0ASJ3oH6tIkVbFJLmEOKR0ZafpxE4mrxETtEwe0TFGg26302h3DpodrUS1WJqfm6nOlDIZ05RKJg7aOeG7J630c5hGpndiearz6vSU6FQT6hhI2EZKvVzJxLcakQkIpRUDQhBBawA8PV5ODosfAaanpHE/Jc3sazXod+v1/Z3NzW0yC/nS5eXL1BrCViMBbRs0V8jq5aX9xb363t6T5ujx5k7pcWXu2nK+Vs6YZBOAsRu59BUnbK8mAiwdGeTiaCABTq3daOogIk1+e8MM7M9kEF3gAhc4H/qYxQOd3OJ4URxT9Z4x2fOfeipvhWee2n5sFMu0SPBSKuB8HF3enl5bNOUlg398tYsj5NAxrUGfjF39WnCsq6diw5ntmzbYSY37HDbk6W30jFzwS8Bb11/OypCY6uEnmXY67c7pNKen3Mmv54QZ/VngVO74B/aIs/rqYZuddsf0Ic5DMp5OuedQG3jruu7biBf2dfXSMDF+kYA49/zL2DMMnZx0jzY1WUBeQznZcrHcX5rPLlaN7Xrf7+y1D0qtmWw+nxfScAxpHJktpshvmnynhL9PTu5Nv0acGAmSUs33jIImy0dqbaURhvFo1Om0W91uTML2vFwuUyrk8hnHOLq4jTM1FjYYCCCHSnfbnZ3tnc2trb1uT4hMJTa8RhgNFSpCC4PgMwbx5mp9ZaN9Z6XehXn58vzi5Zmr12YX58u2AQMAJdSVxtSCygA4wLDrtxr7je5gpPzQJK9UqV4ql4tHqLzn2NY4KX/QiVo8ttDjrLpkaIZiKAJSHlDrQb/TaXX6vVEQmZZbq1Vn50rZrGEkdllkgAUgiJNl+8dHsvxg0NQ/pKJUDFYAgQzoWMURMxu2DQiwJinSQAGcdBClwWASNGZ1J+OVf8RWbCkNNPkbgIdSDIlGvW5re2s3hO8UDpzSjshlLy1ZrjA8LwvmuUzhcqFcMA849nuj0X432OsGl0baNkyLFAEMEuPk9Xld7lwlYrpix+cLp+OrnubL/wIXuMAFXiOOiwL0/Jz6ORTFMVXsGVN+6lOp4fd5+TkmkZyle9PJ395SvObNBgYmlvXq6HWa3vpKLyaSrjr8Ot7joafl/NT90TezLJ48HMTT19+KtZoBPR0h8pgSJSbZpmnWi6ctSFLBabIr/xRrslPH2kupjBcdedPC8KtulUnbpxMJpWQm42h3PdbPJ06s9BnlPDkuplmQKa2UX+nYP2cqfU2YVO6p1N0PKflzlW16NHG6Q51oUNMkwrQmPZkl3oq54ceAH0JdTWjEl1bbT03rvF8JSHf5FByg5GZVvtgt5FuzZXs4GISDRn1va3auPDs36zhuzABNl5+mZ5XpawmRdf6qeGxaOjV/dFhdBGgVBd1Oa29vt9nuKLbLlXK1XHJtw5QwztmXIQ3yQb1R0Bj53ZE/Go7ibHZx4b1fLd28VZ7JklC2RfAD3eitPtx4/GB/fafXDMmbqyy/c/nmu9cWFyrFvGUlqQmAJDA+xSjGunEU66FSw+6wvX/QPmiOBr7t5mey+blCAYZIB9hxseNEdRz5Mr3Rd4wDPAunD2QGM2IgJkBMdudIKq22tnfWNzYgxOLS0uLy/MxM1nOIKCIwYACH1iw/J1X/2L6NAOtxyMuEtUyqIg5jPxgGQegHsdJRpGKtSRAJIQ3heG4mUzRMV2ti1iyEEAZDs+bEEIhTo8KT20an5uNtAh8a+Y35JcU8iuJ+EPX6g06n0xvE5rd3VjiTX3p3acnKCuECAoF2jVHedDMEU/uD0B748cDn/kjV8iaYnqOTPcN9iXXqWbtpb8JH/mtWgS5wgQv8KEAvYFlybNuKj8kNlJzjTgWtVFcWCfd0YrGZPJV8FnT44ORmjTErok+zDiNA8PgVAPREkxfg9OuhPDe1+J2+Z55yZJOcgE932fpaMDF4f9U5SHkr0mB1ZP+GZBIX+jiIQQocg9LssQAZyXmMtL7PoDcpTT8RSsaL5WtfpE7jQ8e98U2TmxOShKCJNCEGM6VXmXRSfQnvLIg0SJPQLBgC40cUWI31caZ0a1MyRBJ5nM8wGjlV+T93z+5ZS/TiCn9ScCZ6HY6uJjMcAYn4rYFUFB/TuMk98jCgfHJPUkrB0OqIdsqE8Za8kZYn+VWk4mz6LzlgkYwjfhUD/1m5nafeJF5Ujj2ivgsc8y809n9zhgB9WHFTZCalKwtPzfzHJu2jJAADJMYHUsAEDXCak2TXmSjZ+h+35+k5mRCPKWXAP3crulPwQ6irt09vSeQbQGsI4QClbK62tBR2e6EfRGvb9dUnYblcXl6+lM/nlWYpjxp5nTuqziLnjymNZ1QKpdMkjQcCq9FouL298+TJ6v5+LHOLs7WZmWrJNo1D1+98fGSAASiQD+7FPNSSDcspFGt29fq167eW31leWvA4bjZ3eqrZ3l/dvnN75bv7642eqixfvvT+zVsf3Lp6/VKpmPcETKTn/oCxoDmOM6hY95UejYJOo3Wwvn2wcxCb3tzCpY+qNc8WY/FhKj/n41gZkklApRz0U6MD62M8IYMZKtkvEuOhLcAao8H65vbj1fV6s+N6y4tXr75z/VJtJpvxyCIlIcASLPCMhmI/NaSVfBhjUCeyCqChNQeB7wfNZntre6fd7nY63WarFUYq8VOWzeVqc/OVyuzc/FK5XNFaAcKypFKKiKGTgHqkeSzlT8BTH06yvW8N0kwd9gwFKKVDhdjNeNlcMei7mo1AaV9HIZhhARIiAGzXdDxTmOxzZEVhNBgEQaAJoPHyNIE4ZdmkFxG73uJQABe4wAUuMN7JeIFd+ERwn+j541WDABorAOP90nRu1WeEHkb6YCJ1KZ2IGpz40GQec16KD7fUjh/iSN819mggDm/T452+8W2CQQQ5yfAZCgkIzFA8fuRV4hlXlIlI+yqRROBhBahDaglpwwgBUEoE8rjjQIOmeC7C2DAc4gw1LiFjJm3FY0WT5JuS9iYM0ZErbx7j7jnerGMtkoBQ6WVOuzaRSNlYIrCgpE41SBE0jY87pHtzTMlAVGdLJudMBT+cvTod6RRB4py0x0QFvULfYxMKZEqvE5iogeNBwRizSzztFzglnkQyiOLDm5PMkwA0hHk0fTryNWHWtU51Lgmil82F8FQLP70mn7rnSWeFYjs3CzwJfDq1WEygGCLdOTg97TR4UrJBQum+RaLX6HSP5FghJ/U4tqFIhxCnSWmGTpwxT0wTCaCx9s167FWE6DBv41E19Uji7fuH46ekOrwYdfXUvveaQZM/SdMkWwAgy7SL84tSwWp2R1v7B/u72+ura1evXctmvXw2I4V1IoTXU15z8vanGjtMtplSz8qKEIHj0XC4ubm9sbkboVDJZ+dnKrPViudYx85M8vGEGAAMKW07X64uXjZ8GcdmOe/ZpQxlraGpsb2+tvd462CzvbbR7I1QXVi6+c7C1Q9uLi8vFbKZrGNN/HxNUVdJgEeCHul4GKnhyB/u7O3t1tssZmfnLi8sLeRyifhwMmfnFP3kdKbTd0320OjsmyevYUa6fI4Fk4Tik4BGFGxvbDxZ2zpoDSG8Wm3h+rUr87Nl1yZDKAkNNjDNub2yzktjF1FvBk/rinTY6pSKekqrIGg0mq1We3+vvra21un2Ot3uQaMRhlEYKQjpetlKdW+mNn+lPVhevuw6TqlUNKQrhMkcT/lfOsX2h6f+PjveJNVFALMhLdfLlUozV6680x+WDrpWpnzp8juXbccwhAAkOAQbgOnHGgKGwVCBDkcWCZMM1ukWzfTcdMoh4+co4WGw0tP62MswuXp2Fu35+bYLXOACP2nQeM5LfPMRE02MWZ+RI+HxXspYT0jkeJmSG5PHE70CEx2Ox1FxmCcvoURDUBogyCRlDSFICGg11kCIYUxrXTxFnE1lCZhSacQh8XRsBtR6HLdm/CBNrWIESmkypPYdY/3kzQgLr2sTP9HPNIHkEUO8ycEl1uMYPoklSKKlaZlaoEyQanWs0trUIDFlEUdAYoHCQGKNIkEThe8ZSdSXtqi9lavjEfWFhRSQmif9fSJap7RHusvLIIKWiRE5Ca2JIXncWkm1MwFCkIBQShMnDlbO4gfSDExd5DPuefZSndW6JATHjCPi01lpvIpGO1bK9HACOO2ZxngmOqxsBmIwQVB6PCJ9FgSeMjykNFmOUpZWpM6Fx6Hb01GQ7psSgHjMiLw0tm56Yn46TqvoaSKIgefWoYjTg5HpHCMprbmjPHJCDImULZ9+t5jckE7vYtJWOLTznX6KAZ1eEpww62CCpvF1kRARU6VJjtEzJ34/QAl7D7BGrIHE7OtE3hhTk9mLQtBbYfj5svDmfV29PPBEohgr5mwCnuNidl7duHm50x98991qq3GwvrrqeZaxtGhKoUxjPNxfQYtO6+2pFMcEFavBsNurN5r15gAiuzh/6fLlpeXF2WLBsczDGWmaN0+fBiABF7KayePS9bL0AmVt7bbi9sHK/dsr22tR3mD0B37LV4GRq82Ur7zjzhZmrs/NX17KlwqOYzuAdYrHv+SbBqBi7vb8+kG/0fFDTdVauXapNlOEK6fon1O112edu3BiEjjv+XSaGC+ulM7r4wwrv3Gws7a5vb3fHYSuVygvXbp1aXmxXMqaIhYTiSmdqaeYlleCN8VePSt5QYm8qBJ7K78/2N2rb+7sr2/utBoNz7GL5WquVJlfXA6j8OCg0ep0gyBcX1/Z2a1vbx/MzW3Pzy9cvnxpYXG2WMxIYzKBjIv80tmr14qxlGAII5PJOXNz1mCQq87KmPOwC2bZq5RzElCIYn9oxGEQ+v3RKIJgace+tg1RLmQyjslqfMJlio5NFr5zFp/zSkzHfj7Rx6affNGqe/aH3krJ/AIXuMCbwdh0YxxHJ9XAnks94jSwvT5c2iETO5s4NMAWCdaCIZObNZgFmLVmlonijJTKApJ13qL0aA5DEUKFWAECUkCwbyGywBRLggUtWIOJSSImisAxaUUcAyDJbIBhSkApk9lgSCZowSBFCAWidMOfmYmSbTYxJqoEFI/1KIH0sM7zWxW8PPDrWl31WPdmA3DAjmIbJAGAQ6JQyBFoBGYkoWCSeouF4AI4D+VAS0gAI00DiKEQAXQAECAhJTSP7YTGPgtMaCvtcRpCp7Zap26I/gwxoQuZiWJFEWcEeRpQpBLCWXBCQEVKhIpBJCViqQMbAekQkIotza6GG5MZs1CkIWJBA4GRYC1YC5Cg83a3z+r1z8d/nFa24ykncwHrY1ZXR8YdTfpGop8RmMd0KnD44cVBk5yApgwPSQKCtUlwNGytJUETKUbA7EsRklRjBlaY0Mk5E4A8UEZrQ7FgoZlCkC+ETxhICggm4KT9PwI0yIS2ARswAAURgkdAACHAEiQPmZ7DsOEvVv3POZ+cHRwjmZvEUaurp2x+JLwVQRFiQIINrYRSBpMBISE0UwxoSVoiTk6eJBN0UnoNAiRBErQ65HHHWxQMY8wPaNKQEAmVm5xej8EsDk+asoYCFEEnYds5lhy6zJYmaKlhRUQhIQZYgCUroYlZA6SRuGYBwEpJAiBYg4hIjE23fji3qp+RwP+R4KdAXaUtQoff0w9Mkohsx1hYmHlveK3fj+uNsL63m8s6uYyX8zyYxqFxJU+o11PSP6vrnDrnHuskRw3MWeuw1W7VGx0Fp1qrXrp0bWmxVip4lglMQpAc8lbTnC2DTKAIuIWZOcf1Y7F7LZBic39rb//Jg51ev4FwVCsWLi9ertRK87PLtfnl3EwxU87lSwXHHDvREiepKyIke5CClLYHPep0KaJsoZxbWChfvpyp1OCZ6TA+ifNIp8nf6a98NBdPIbBo7MJfpNx6Iotq1tFw2Nre39jc2623fC0qs/PvLF95r1op5zLCskMDcSpUvj7p5a12pEUAKcR+4vSxXq/fffB4Y7e1srkrWX/68eWlxQXPc7NZbzQa7Oxub29vbWxtPHz4cHVtb2V1t1Leu3z5eqs96g78K1eXZmv58Ub0FJnC6fY3pwoJxtzNEal5sl024baOdYVzpJyTneaH1snhMCbAAgAyyuWsIWeEkYHMDGOMJLSNUPkmRpIiqGEQDQIdD2MxZFe6slDKF4ueY48Pp9ApGZzML8cKN8VxnZa7U34gOmtGev5qoaO1Pj3hvcU9+QIXuMBbAeJE70tP1zFosn39jNCJ0J9MPQRWkAKWBaEQB11Evt/397a7gS+FaQ5jXxnkFbJuxvNct5jN2aZQOomJCxBIs9SUsSA0+u3+oDvoxMZQuHbBK1QgDUjtS78Zt5t+M1AjMx7xcOBrKDfrxJK6oR8YHJtCmY6dK7lusZir5LIGVKh7vbjb7zX7sR9HWgZC9k0ZZZ3aXK2Uz5AgzQoCWsdEUhoSy44JjgAAIABJREFUEkqBGYLBoW43msOhn8kXPM+1LMMwD/f/XyNe5aw+trUbU4YqUmFk+iNZr4ftTmyaWcMQUTy03eH8PMpVgmlAE2KlNTPTaKiHHTnqOJ19cEROViqpe+ogVwmuLFmOGAkimB4MC1LEwwEB0rEBgcABSr2Ov7OzbVm6VLFcjyxXQKbWd+eVeiKU/oDGeCUuhJ4PdDrVkgwpEiSYNQuKYtUdxL2eHYSyGwYjPSIhVKh1KGzDEa6OTD9mMg274HDFprmMYZkc+dTqodGOuiNjpI1+HEciEpZfKIzmKso1lA2dtZ3xCdG0Ss/iQ16ub6lU9ARR6lRo/BqhT2wnc/LzxAIHIEGvpukOlT5wDBmBY61ZODkou9WKB/1oOKRGMwRxrmDF3DatwfJyrpA3oQFlQovxAc2hbnStru/staJ+GJHFivr5fDg3h2JO28bIkgZpkxgEBYpAMbQEuVClXp+Gw1ash8x7+XycL5YBCywhDOj0iG7SYi9YCc89n5x8j2ZAEASNLVAmVnLjB87oR1NBuhWBBSSUCAfd7b1hvSVCtqQTxewzsrPVTK1CrkOmEOn5h+QIOTRMgsmIo2g07PeGYX8UG6ZbKJQcm2wTtkA48sPO0O8HvU4XzJZjDcNRhAim1MpgWExGLEVEMDN2Zb6SyZkcDUTQiZvN0V5z1NWhzuhMrSecUIQzS8VsLU8mNGsVhkKxY1imKQBWHBkgA8YoCHt9P1RMlmF7rmmYhoB4pj2PM0weBSUV+dOQ6X8K1NVxpFoyAyRMkGWZTrlUuXrFHPTl7TsrB/t7gpRjW4V83rVtZmidmvGMh83z8cjH7j11AeTDu4QUhutmc4XKlesVx65Ua5VqJZ9xpwyfjqeZbtUlrgHYAzxI2DldmaUroGzRnZ3P7NcLzVY7DEaVcvHy8nKlXJmpztRm5vLFgjBNQ5x35vuw7mAIkc1lZkcV4YeWIeWVK8u1Gcf1tCTBYGYw6MipxvPSPfabOLtmz8/dIXkoQMnxYQ3VaNd3t9ZWVla2tg9izixeunHj5qfLS7OlPFwbgDU+I3cqjfAzxHhghGBfBf5oEGxsbNx/uNKNLLe4WCkUFq9+sDg/m8nYWc+Mo0GhkKlWMsUCIW53Wr1OT+3vt/vDlf4ojjUs283n89KAFOMtLqIzJYCp/n/4aYpkPnIdR6+fltora08GYAIGSMB08+Vxxh3AFwgBCeXokCiIR+29g93ddnt/FPtmsbY0e/XGtVLZcx0lRGIvbOLckKlvMX6EWb7ABS7whpCaTI35d2aw5sl2xXlINSaeSiI5eScYFoFVoPx60GxuP9z61//9ebseB6y68cA3af7G1Y9+9en1mzdK2TwYRnLSRAhNWpC2mOWIw1a3s7a18njj4cFQ1pavffK+mysIClXYbm092vzmq9VvVxobvVE3CPxIccRSm56pDYoMk92sXVkoL11bunrzvVvvZWMLvXrU7Dz48rvbn3896gWaZChlz5Te4tzf/4//Yd26KWwpbRJaSwlBECzAZBKgtQxUfX37/jff7bQ6xYX567femV+YNUwLODTyeL142bvwY5/GPLZegYA2NOc6Xefbb9v/9vv762thHME04WSweAm/+Rvr7363nCswETQUwYxGIu65K/fiz/797p2vdyR5bMWR2VYurn+I//UPtVvLhmeRlRwBFQJgaRCkQqy1cnpt7+uvtr/+6p6XwUefVK7fKlcdZ2zvfOj36jWxS6yPNOczjIRXCxprvcwMP4i7/fjxWuevX66uN0Z9Ba1gSegROAZlEViIJLwM3pnFhwvyP92sZhfLkRKPN7vf3Nn77m6/NURkGJERRwLXr+Hv/qZ4bSFTdqXNBNZSiERVmOwan56lU62lfkgZk7+p09WEyKNEWTntKMDhRl3SnbR+yRkaZyp5tYKIQaBIRENi5Hd3+3/494fffj2o1xFo5Cpw8vjwF/jHrCMztqljM1YiAkITA9lty8+/av6f/7i9eRCMFAfMGnjnBv7xv89+8L5TLVsGwRTasQRxKMkHIkgP2vOHuc210Z07Gzu7m9UaPvoYy0yuW7SSSF1jL0pvbpPytEnouc+1CRDgsJY6In+g2u36vbtf/P6z/bVdgy0WBluWOzf7wd/97a1f/SJTLbGc+JMiEIhgAi5xf3DQXH1y//HO6nbHyVXf++iXV68uO3kK/aB/UN+88/DxV/fu370Xa6WFjijQMhYGCWUalImdPBdKxfna8jvLv868N+vleq3d5ubq9jdf3//j55trdTYqVFjynUJprvJf/ufvPPe9OGsKR0CSIckgxfEQrG2lzIgNJXt7rbtff7/d6FSvXrn03s3abJkktAIB9EJGu8zM+qejCP8UqKtj5hvjSwCNAys4EOQ6ZqXkXb0iw0iub2zEUbi3t1uv1wv5vGmYREdM25lxzPP6U5ubz/g8SSO16CJASpmvVD3TrISBYZk525GWdXgGe7osU+891fZC5Islw5bVWvEWX1FaBKEGYJiGZZqmadqWYZtWQi48e491HNcw3XyhWq3MxVFQrRQ911LxCIYFCGhK2cHTcvR0TKrzWSWnxAcFH4oeBLBGpHTg+4Pt7Z3Vta0wNBeXLr3zzodLi7OlIjwzuVdAW+OXTpuV/FRG7/ODgRgUK+2PRp2dnb0nK48fPl4LjdK7n9y4+f6HMwuL0iEY0ATLtivlXNat5Z2RTX1TZr+929mth812N3y4alpGqVyem5/P5hwNgFmmTg6Q6iEn/IbwdDfkEx9wSrd/IxgHTRyvEqRBykBsMRlEJnwpAg76B42D9b397VYnNL3Z69dvvn/16rXLxYJrW9rgOBnp00Etz8VLNiP7AbiwtLrABS7wHJhM9lNaKqUE1HkTCvHhxMeprUSShCCYDBmConanublzb+XJl09WPvty2IQy2Fcd2PJJu1nOF7KZfC5TKBWLWcuUTFozQxHHFAd6OBzsbW/ff/D9F/f+9Gir/P4nM1dqQehJ6Rux6vX8vXrn0crak+9WooEPIpCC8iEjCMZQIPYwd23+19oSmaVataQMf2ulsb7/7V+++vrzb4IginWkhQIJd25hvlC2DDczW67Mlw2DJEVQSmo2QMRaDUe9rcban7/+5vef7QbBlV/9sjZbm5urgtNThK/Yj8EJvGzeapxq6p2fBcjRsRsE+a1t/OWv+//7/4Sj3pjBIQPvfgDXDR3n8Ue/XMzmhGO4UC4Nnc4mNh70v/xi409/Cg1raBXQDBHa+DBAJr8vOP/ejQUwWYrBsWFKmASLEEaDAe9sqr98tv3P/4zqDLxMY2bOK1aEYAiYJE7REl5pbZA40qJvdFmd3ihkQMQxGGZ/4N97NLq/AR8AI+/AleAYXYV6iKYPw8FvbsEO1PtzEWpevasf7PC99eF3j9DowMvHPhAS+n24TsdgJ3M1EwMCgWAlIA+pwlOtrl5lhRxOLInXO4HDeJOHRvt8+A945daPhgQnlqVur2N1OnT/XvyHfxt88TkA+AxyYRURWqhdPmDDqOVEVmiPJZTZb/KT+4Pb33Q/+/OoE8CPESiA0GnCkXtQtXffdebmCkKQIp9oKGhEWkMzAnSa/OBu91/+7+aDh/j0V1hcQLmkLBMxRdIQU2Z6r6l7Eo5oYwleWOyfuFOUzK4a2UGvu1dvb+7uff/o3l++qm81DDJBpA2hbXcwijKZwvJ7hlNwYRIJSYBmGAA45HDgN9Z2H3599/OHX9+vF+evlcuLSwsLWhtxFI6GvcbuzuPv7nx/+zuoGPBhRrAZQsuI1ADQLjJl8etPvJzEoOYO/cbG+tqX3618e/f27e8bq1vwyhAPoK395atXZ0pkGN6V+fJSzTJdWygZBxwFFpMVRdTxuzutrXurX/7TH1YP2u/+t78vLC5XZw/D2r4whHgjRr6vBD8F6mqCKa5Wj8+wJtFDIaWwHDteXHSl6eXyuW6vK6TZbrVbzVZtZkZIkZq3vnjDnv/klMGJAUhpUKmU05qEoCPumxmnWa5MrCYT09/DMz224xgWuZ4FaMt0GZKPCEGawGJsDvus8wMJmATTNDxvRkVaEDMrgtAqofSeHk/xpeNUKzaldBzGrKTnlGrV2Vu33ltcmM1l4djpM0n46zQ8xAn3Xj8vpG44YkKouecHjVZra3tnfWtnhzyz04kb7aBcigzLEhqmhmkI27ZsYXtU1MNKt6N6Q3MQ7Hd2+3vNobfhzS3uzS7Uy9Vlx4ZgzaSnQssCkxZIccwy8cx8nrj59YF42gIZClAaQsFQYN+KfEBBhkDU7QwerO3eXtneGcZebWnx1gcffHh1eano2WRACdKJd+DnKcXPuW9e4AIX+LEi9W8+MbCYmEgTzjk2mF4f27gnJE6qioBh6MhU/aC7U195/OTbe/srrfcuv1t8d94pUl80m4E/YKO3uXvb/3Lk61/+5jcZ25QMDYIQpGMdd5XfHDZXG5tPtp6sDle35Gwt9LthOLRMDTbd0tKVj/5OmrXlG7v+sK8RGbYghHJ4oFqt1YeDtW+aaGHWrV6qVDLCdyNqrG/+9Q9f7zfCSx/8IlvwVNyJg5buBeEQ27fvKaN0+Rcf5Ss1x2aDQqFiI45dYhvx+sr9R5/dfvzZ95uf3+1mvaX337cNU5KcXnBeO172SsuJMUAERIALtqOo+O2d7u//eHD3SVCdy5auy8uLRcGdbrctDHSb+PzPGIZbf/OfFp1SCVzpbEcPv2o9uN+ijPX+b8PZObs4M7PTaO21B3GAP/0FKuqamdL1y0VJseQQiMESMeKAm3W1ucHb2/bGFkJGZ2gPA4RhaJqChWEImgrye+oxiZdcGxOrq1Pbl09k4tVjbN9IJKQQliEWF8q/+8905WAUsJAEEzpr28Tmbj/z9Uq786DhOZibwUINOa/a7Ri3nzS/2Rh2Dfv6x+o9aeYy+VEQd4ejrj+6e1ch3i/mlj3LJKklIQn/zWOm4khhk8+vwmP0meZdU66CxgcP0qhZhxmafOZ0c3wS++2l+KVjghKI7DDItw6cL77qfP7l7jCyPv7ULeSyjodIdPtxLxjgP/44aHdWfvFu9YOrVbhlBPbaVvPPX+yvb/cuv5M1POl6JA0r8uNOe7D2IBDcVHE1l3fzhVHEI0P4ijTBEtoaDmhra7TyeLC5jlYT/QGCEEw5EgYJDUSABAMkz7OOe7lg4Gj0WUoN5fQkqCURP1tuGEwCrJXguKh9p9M4ePh47ZuHWw/XqsXZ5YUbM7OzQoeN+m6jr6jtP/jLd/4onn//SraWt10pASEgWCMe6uHBYG917/7XO/fXsAeUliQ0k44IsKT07PlLi5/+p18v3bo+4FCJkZC+Z0RGNBLN4e6Tg7/crUM45UxhsVSsUGg0mt0Hj1a/eNTsxzM3P5n/8JflYj7oDbdXdwSw9c3dzkhd0b8tVmZJEnQsVSR1lJeGR7qxv7f5+e2v/+2rzW8exHZedYI40rGGBAyBo9Ekf7746VBXU5OPZiiGFkl83ISyoFjKOF/IaCE1oTQY+EFERIN+H5Uq4RT30i83b1MKfWp9JRJHcTploY+E9DjxNKe02pSwwwBBkDAMm8BCSEBonq6Mo1zCs/f4dJ9GSgGAmYgMBkgceqWbns9fqOam98GeOhqP/MogCYcFq0gU87XsrTnXzS8tzpaKljFxx6WPpDqulZ8K5fxCGIsRgK91t91Zb7U3o7Dn+6PhoP39908G/RAqlMa1Stl2TCgNQ5qAbXiZUi43W+5XywPXi2J0e77ujEY7zdbK1t7C5dm5quUYknSy2ItJqKdpeTBtbKajusyprc7n/noWxvbpLzaKT92RpWRlU2ANYogI2kcY6iBaWT+4/Xj//nY3NHIL165ce//aO1dmayXDNZRgRSR5TIOd07En3f5iHbrABS7wY8VEHhGHmmpq93DGmjsxi8DUGjERy5MzZ4ReHOw3tlc3Hjx5eGcl7rt//9t//M2vfkfZbmwfDLqj218//pfP7zy4vyHd8q2Pf6sO7XwJpGM1DHq77fqT+s76wV4dgW9KFqS0jiAdlhm77MxlF/Oz15Tfs0xWPCIZS+273d3hk7Xvyt0g3PWN7PWlq+9emS+XtNXq7q9s3b792Jq/+d//1/9z6Z1ZyY24szF4tL15e/tf721t+d9l5q7P97TrCs8mwVHU65IeBMPW9jef3/u3z9a+3Rls9bE0b5m262YEPaNN7ivCS5WHxgIWgWKwDy1VFNWb0Z279T/85fthlP3t31z/zYe1xYosuKp9UH/w4OG9J4O724CJhcVR0cjIQXbrSeuvn+3c2d/KvOP8v//ftXev5Twz229fefCg/39///W97yAcXLnZmVvIW2as4oFlmGALIx2MjEZdra4M9g/IV/AFAiMLOwuKmDWn7nNOK+7LJ61OTf2kcPH62SvW45BptiVzEO6lzOLifG+EmKUAk1aCyQ+Nh7vZkdxr9xu1Gn79nvPRrcVirtpoRt8+2v/r406hgP/8i5n3Ly1U3Uw4kPWG+vJ+8w9f3/t6pK9dqtfKNWlHpiGNM/v2YRDO47LgKwQR09F3UeoXK6XcX2FWGERQBG1DFYNefm+L//TnrS++byxdq3z60eX3rhVnK3nW0crq5h/+8s2Db9Bt61Kme2mu4kl7v6m/ut/67Nv90MJ7vy5cu1VeXChaslrfwr3ve3/843d//ayfL7SvXa94bmC6PqBANkQx0vlGR62tt7Y2e90OGGADkZwN2IvBplAkGFph7MH4NDfPrwB0wobgfMvcMzHe5WCGBkWkfSscyFaj+eDRX//5P0bC+eV//Yeld28sXlnIW3rz3t2Nlead73fu/vnbQcROrWLXSgazSWxIMnQo1NDv1Nvb682Njc7OLqJqJZ8rFjwydSzZdqwMVTKmu3z56ohVYChhjDzDt4I2Wgf91caD7MZKb7VfuPo3H3z66fUbc44/2FxfvX135e52UCpc//tff/yLm8szWb233Xq0uv6w85evNldaQ3f5ypVbsWMbrJUKR/C7MXFzr7Fx5+7Dv3759b/+qdMKqzcqtpYCZMhpXfZCZfgJUVcTpAsyHRkm0jCEAUK+UDQtazgY9nr9KIyynifH3steFXV1nIY6Mjno1Ez+6ER/nL0CxgGgT0mEyJDi0HBrWlsmmp4lnr90aUokxGT1nySW2qm9GG91DE/hrWjazhekWYIgRbaYn7NkiSBt2ykUMoaVEvhHDX6In+/I5E8SRNCsBSkgguw32+t79ZWhPwqDYbvf7fqr/U53oebNz+UzTqXoOYY0AQJFEF6pUFlcCFd39wgNP9gbxfZIR/Vuf213f2l7tzZzKRFax7Zt464yYcpAh7FMoKf751T2Tgp200HE6bR7ThTwh7XwNH2MtPNLgAQgAQOGRBBi4H9/f+O7B7utwI3cmWJ1/te/+eTGu5eLGeQtuIYBFbJgpsNQ6Wdk+wetQD/zznyBC1zgbcB4i4KgUzfVmqGJJoG9TpnmTiWzoAWYIUCkGUDI5Hf79Z2trY2V/a3dfqE4l7l+y/vwqs7slwrWQjMKGsM7Xz3ZaHYHe/393U7eqRk5hJqVigRC5fcPdtf399aazf1mowklXccjSNaSyWJpsJDsGJlCmbRv2yrjQkUdHrTiR/2dZq/T13PXPszU5q7cvFrMCwp2d1bW73734KDlX/vkUuXmu3MfzpezXTRzo1zO6op/+nKnu9UZDjAakR8oh/xRq95eX6+vfLf78Nv6nZXWk2Znf8SxYzhuDA7jOKmjN7qb9rKWkZT9EQKkgRis+qNod7+z3+z7GuT1q8udm594i3muZj34i9WM3Fj/Yu0J3Dx2tmTVFsaQHtzrPHi4382ituTf+jX/9lZkx0M0ste9ua1v8t/d6+42sFnv7TX2HcNwKYSdBxej7qjdUBtro9vfNu7c39hto3QDUcaNDKkp1qxFImYLMTbD52ke6VVRV8c8ph/ZUH4T4MSvDzORNmSccUgao0jHeSc2Lds2bcAMInPnIB492WXVujKH68u4VnPn855gY2ev+XCjs97Ee7NYeif64JZasJXws439TLdvffu4sd+or28PP34/8GSkBCBTnx1C6CNe3PjIf6+WvZreAxWUGnvhkFuf0hDPNA59SfljCWUg8OJBtl0fNersM5yZYPG97ocfYzkP6luXnWW9Pdx+8nB7BZvrfuN6xEH8aH34+b29rx/jw9/it/9FfvwJeU43Z8/1G0tCdz7/04o/6rdafqNev7QgTJclLOhSrGYPWmK7Ht27v3nv+61WB9pCZBkDWRiAI/gWlIQBMqB5snHwBmajKYO45313ykVrQqy13+sc0MH+5urmo4fr5ZsfLn30y+Vf3MjMOJdKTrFiIb5396sNv9GPeyrwKdDSIUWqz7GKo1AM2qrfX7n3cPPRuq1cn02htWFqTYGvNbM0Xc80PVtIy8IQQ1sOKlaYHdqbX+02e72eNmsLV29c/fSj6zdnM54Rdg62N1cfr3f7PPPxrcVf/+7Sr965XrVp7QEKWSta+6ff32ke9Fr1Vq/ZLxWLruH2mpvNzYf7T77fuXO3u7rXXusp3xewpJYmZHKW6kLmn8ZPjbpK9FxKguUdI3MJAEwpjWzOcVzP9bRWju0ImTrzewXxik+hk49IKxPW/4SAd75ie5QPo/EWh0biKnvCGBym9kLu2Y76XziFb3hBe6tjqT4liROFgaAkxCmVq3OFAsdRKCRZtgmRxtbmI4/Rm5YQ3xIIYkABMVNIRqThD0fd4ajfbApYmVLRieOBP2oHI4OVDRBggBzAhpPL5TqeqwX147ijOBfoqDMaNnr9vWa73Z+z8lZyTDOVA9M4MwAzi9QKGwBofB2njE8CH49HzKlg+SwdjZkTDvosGusZ6KL0Fk6j406uxzFGUWO78d33a0+2+8jO3vjo2uWrVz5+78pcERIwCRKAtJTWfHRonGZHNlmvz+map4+OizXsAhe4wNsEFoTklIcGGOKsQEZ0plsnDWiCJgiQJtKR1o1Bvx9CmKXCnDl7+SN5aWnTgchEBXdYdUWtXLhem3/8sD2q93uNnj9XVHlLCNaxCgaDg82d9ccr+9s7QRxZrhNEpoCbRIvXbIAUGyYImkzWrCggFZuK4Ov1h1t//ezOXn+u+v7fXvnw1sw7C1auMdw/2N/fHviRzBTtfElbdgDtc5zxzNJ8rbo4qMzOd8NcHBNAI9/nsBX2Oo+ePPrmD/+y+s2fnQHPmLMLV5ZLqrzhOYMoGkWRZg3IF1Pb3j5w6h872fAxNMuRH/rhQFrwyphZbhbnYtcI4JYh5uZL2WqxYohGv4vGgazntBPHwzDuhdFQwymjNOPbmSFCE3a0tDjz/lI5a3a1RhCpgd+JYs+zTWgbotRp662N7uOHrfWNbrvHI0A58GXUi4cxYAhO/HuCGUKk6+1TLb9fAo4LIXz8w+uiChJTxrSjcSwpEqSl0AQ2jJFkJZWnKR+M3I2NztZOJ/BHcxXcWMZCyc47hhpF7d6g3UMYIZtHrjSM4pWIvIJ5Zb6ULedFJiNFB0GEWEWTtxKJKUFvUtxJiaeV8VdRDZMZSDCIx2oRc6Ii0LR9w7n4gQcGicaCMAtEiHux9qXUjiEtNw9vtl9Y3MnP7pDIIp6Zqb77YXX5j85DXyPoo9UIEcYH7ag95G4EbWFmoS3tJkkII5MrVGZqZjYHXUekAN2j2BKxadj5KC53e9mtne7qent9Y3d3N+4OYNrwDTE0ZGRoLTRzDM0Ya450SCK+0vNop60KP4y7ZGZFpJVWzWF/1OkEjjd368OZDz7JXFqOSpm2FWYxtIu2W3ANgkWm0JZWRqRAiLJOjDBq1w/qG+vDrc36Tiv0QdoibUODSSlEUBBKkDDZFj6rSISxiAh+EA105+DRw4d//mZt6M/NX3v/xkcfz89Wpei1e51uEA216Cs9ly9XLl2zCsUAUc7OePlyrtTN1crNRn8QjMIwlAQdcjRSK49Xvvj3329+/11OGVVr4cZH7z1Z7Y9iTcIQzByDxoZXr9st4tuJnxp1BeA0ruMImLVlGFY+m2i6gOYjM+yLvI9PGlSdnxwfu+ulTBbHiPMXO3d1Ol7ZYcpnB08bxSQmMkQQDpm2fbyshMOqoKPr05svyBvEpCqMubnl/Z0h0CMiz7Ok6xQKrmsLxyTbItZhFBmmFFCUnIcngmVIy5COZQxiESkVKhVopQgRx0pLmlj+ESnmGONwFsR6vCZi/PcUU/nxpqRImK2TmDbuS5294Zjow+PhnJwcPD6/j8/XpwIL68MAylIei8oAEIMUOAYlptSsAqW7QXevc/vB7n4rNOxcqVp75713Ly3PFc2RHLSksCO2YmmbjkFCaGZx9MT+c9KnF1bBF7jABd52TC2uLyxv0MRyK02NIUWoSDmZ/PyVm7+ar16HXV50l2ujHGLDlxSWYOQsu2A4WdhWbHhGxjBljFHOcRx4Gxu91TtPVu9t6H6czRXm5p21A6Vj0+CMCU8wgBiAYoSAgrBi0kPf7g+CrYOt+4211WHX1YuLs3OfXHOXrVjtGznDK2WsrGs6BHA4GsWhNxI+wsgI46Fmr5jL6ZyQsdaBFDAMMxBGqIV0c5dvvVdgZz63rMPitw8aoR/GJGzPSwzTiDWIwK/r7NSrwNg7ewwAJMAeOEfIG1JJIU0TbgZevstml0zAiCHzkj2Lso7ZYA3fl6FSWVcVZuAWMPTRaWE0UAgNhBZiw1fcMUlk4TrIush50hBCxyaPMoTi9k777r1WqxXPzhSuRaNoLzI9+KobaQlhETGJZMeOjto+veIV9hQdPe3cR/e0XqOzs+RNWkjNiMAKSkvus4qDMAi1+WR1eOf+wfaurzSW5nF10arkDc+SA1+QMHIePAMcwR+GAyvqCdjGMBp1h6N6GO+aFhwHhiRDSEGJmxGN1Gn/dCZS0Y1xgrZ4Cfvg01944piXjs1NfCqJ8qrBMEi6ppOxlWsbNsMSgPiuAAAgAElEQVTNw8oPIgnQAMKAyTnDyUqyNI866NWHFVsU3Ww56xazQxVjdUPnctA2ZOj3G5v+SDpe13BhZmF5ozhScWCZMk+61mnK9bXtR4+3TdO+dl3wzmggoc0wlpESmilmaJBMz/1oiNTd1ZvY5n/BFybe1EhIYUJYyvF0pbLwaeVvrpiozulqrWswU4B+v6wDbcN0pG1bBBIkiYhE7NjaINkJ4kd3H2/euWNZmWu33r/zXVcoz3VKIIeEQyQFTEEyZIxYQCmpA8TDYa/hr+2tPa7ffnggS4v/8Ltb7/7mhpfx/WgQBKpj2SqTC1TrYL/Z3m/5tZxvh1bI4Sjs6cipFWBI4UnpGoqgBQ1jEZBVmF90benGPGMvyLC03X8y9MFSAEKrZ4759PPAT5K6OgdMYElIjpMxeEoNTvDc89kx5ml6inwTqudpr/0Ry0THMHZiT8eIiyP2K8cWwwveahoJPeRaRrWQR7k0qlR71aqUbt7K5KvlXCGfy2Y917WkIZg1NIM1OAZFUkjD8AyZJXisTWgCQJKEZECB1JS5H4hIgDS0VkpO/aCZx0slMxKmiiFS4mhyvm76kCCAxIkWABIsBfPYhvBYW+okmUOXcFM3TPcJZk4s2IkBTM61TN+hQTGggQhMIAeMIKJGVz9YbT3e6drZ0vLC8tKlS4tLtXLBFlE76Ow3+irkjJereLm87ZrSGHdSMfX+5/GE+XPvqRe4wAV+VJgWgsaHB599wiOMnQJoZiJohhaGXShn7YXFxeJgKGB7uTkjMHUMNgISAeswjkYBYuT/f/bes0mSJMkSe2pmzoLz5LRoV3VX9/CZJbd3twcRAAIR/FHgywkOh1u5A27ndnZ48+IkK1lkZmQGj3BqZooPkVmVRZpOdc/0dL4PGZFB3D3MzdxVnz5VDUrlXJFtkqT9gH2JYHrY3b23M+jEm6sblVw9Sfd3Rj0yjoLnAJIBNoYtQZADWCFZBnD1IOk/Pu4fpMNp4C3M1TcW3GYQemGapH7Oqy61irW8edyN+p2o102HXpIm0Xg82Tp8sruf2LjW9AoldlRcLhd9UY6H07mVy81q3udJReU8m3947yTcHsBIIuW6nhACOJXcgwEi+2wcvluYydrJgBhQYA+2LGyJbELGtRlMiiQCZoUDCIAkkZMiD0vGcMYJnFG+ouaWktVVDI4QdvDw02zemw/c6lFfPtyZ/vJkPHSxVkWjpKqFwFM+skKSFHWS396JPrl3KLLiW9cv+zXZy54qAd9l3yWCeSEl8FkDxNm/3+yQ0MsU1RlR9ZLYis/9/YbBIGYww0IALKX0hQA4Y1OZjIqdfrp3RAcd5KpYWhLzcwUlNGB9PygUCosNLI1hJzhuY0HWQrdyEDuj/rA7PGGBUhmVEgLPcaSVJASfkrH8TDb/iqt0LkpJr1jqbwSv94bE5/SOeOM4rdtHgIUjUc77CYgT1nEWgTXSBAaAKkDkQXKUpeOY4wzjPsL+tLiCfKNwuZV/Uu2KDDtPUSvOr89VpWz0jrLdp08nk6hcR30JhZqAkoY9NnnWhZPD3u2P7u/tJMvN1c2VDef2h/f2h1JAihjMzOb5lCQLsuc6GHwbeBMnmk/r6bNgq6TKO9WWJzx3oeZG5dD1URJasGCb6HgQjxPSsY0H427TJjlfehJgPY2nNOHxMN7f7Tx8tH3r6tqNS5eHYXv6hJnzzEW2OWISTJJhBASEZJGzppixGSTjdtg90t2xKsyXZLPoLzvCC6OJ1p5PraZTqQa5iEfj0ePtuOKZutPrjQ63tx8c7KXKtNbmmytzXilvXYQJYscrLq1fqwd5Oy1Ym8uCg8dD5+4+gbRAYkkz3OfyjQvv4HtHXeHscsY4za2bBQeevfXG9vGtf/McvnOmz5fC7FIrgXORgfPsFT2rb3W2tum1GY/fZxDgAAUhFqzlQnH1xo2cpqNR5Hn5ubm5+vLyQqVayuV9z3OkNbCzMc9m/cItHBY5Az8xiLUFkaeEK6HIEDQzkZUQEtambAw4iuNoGtosM2kmiRzXzYzRYCvIMhMgQYromRqKQYCY0UqCJIOZWSmHSBCR77vFYk5IYdnSOcaJecZGsc6SLMu0zpIkyTINiGeF24lISAkSWhtrLQBtDBt2lMNsme0sgzifKzjOLE9QAxnIAhKIh6PopDfePxzt9HQsCmsry29dvTTfqhVzLkmNJDsZDJ/snBhVaS6qmuOSQ4ES+NbM5Atc4AIX+DNhZkedq2jzVROhGIBgkiDLBCJLbAkWktyc77eKspDPwALkQXGE1DqhjjrZcfv4qNtnJQqFoBQ4vkp0OoqiMUVOZ2+/c9TX7BaaK61qY2e3B2jmjM7caQKToJnX5gqT49TX017nYNw+6A80F9drmzeLi3MmUFoJYQLhFWtNsbFZOR7FmUgeffD+4GS7UMzi0V603YuP0tbiXOWtS1euLc7NFR2HkshC5qut9dLqQiXIytJNesnjrRGRgB8QifFkmqEuCGArIE6zq77D94lnmiIH7AOOFI6ihIxOx+gD414uCcsx67xqwVYnqRqE2UGXfYlhMkhQEC5fvuz8w9+W6O7o0Irf/+vwcMvmq+nJVB5MnZ6bv3Tr5L13aLGhSoHMucUkKk2G+cGAtrY7W/u4uhzeurVED6Pffgpp4UhAsCFrYNVZyBP49rIFZ5bH+Y5K/NkL49sy2OmUOzuTmwsRCDhCSGOax8P0cGBPJmISYWkNm2vVRk0F1goZw0kW5ytvry8r7+h4lD35FLaTbjsJpiaN0c/i1hJaDVy7Usm50lNSnQpi+Fms7lkGBJ4zWHxelP4n8lZ0tht7fg+v2+SfSVIAECAFpB1Pj5MocijSU4xPEE88nZbhNOE0we6xSUaEUYZpBiuE55tG1f35D5bTSD/qDz/9kLpHfGnFKnNwcnB0cjJuzGGlhUvraDVzxcCXNogjTCfh8UGnvZ3EIebfLrQarY8f2dEYVsMVhqzBLC/bSpAD60AoQOJ5kY9vBfzS41fEsyg5C2ZikjpowK06stiSGBvEFr6TOZS4HHMyHY1HJ5PJ1GQq5wQ5qRAhjadJGJ4kuzsnB4eDcZypYlBZqOarI4iJtsJYz7KwZ6EYTdCANDaAKVjRPhh1toejgfJKC/XVDVkvT1wtnJTKSuVz9XRu5eqSCvPThAeffnhnsLOVY5uOup2D4064MLfUuvFOc2OzVPFYohdy6ubKG1ccmlvIoyVJDnUW3RW+0GOdADGJFPAJgvDl2ht8hQSw7yi+h9TVq+lK9GbFw19wcfymLw1fevsvqVO+M7P7c07XafvjGW9FL3/rAgAgAR9QxaJcXCq7uag+H05iERQblWolHzjFUr4YeBIQgk4rVAmDeDIYdsdhaKRMICLimNjzvVa5VCsEvoJkTbPcOgs2NsmSSRwdHx/vbe/0jo/Hg6HVWijFRBnYEKw1bKwCuUIoeXoVMtZaM4uiEACphBQkleN5fqPeuHL1SrGwToAg8ez8p2kGkBAqS0231+90Do6PO0dHh71+XwrFFtZaKSQRQRCkYJDRJklSV7lSqSiMmG2tUpmfW1heXtnc2KxU82wzEilOA7bZeBQdHQ3bR6P2wTDVqjW3fO3q9bXVeU9akIEx1ohuP3m6d0I5E9QXKoIsGzCI5Nm15rQH+nfbN7nABS5wgT8NfNaY5pxGi2dyHGXlzKk2pwVXyFW+lDkLsAQAk7K004K2NLJPPt26+8nOcZyoaiFf9mpFp1pVo5Ci0fhwpz8IJ+XFeRZMlZJxHakEKAWFpBJWMNKSEDOxgbCsbBjYkQgPTvY/vX/3j72k2rj+w9bVd9xiWbmOROCimJdZs67+3d/fqFQXfntn9Ltf/zr8r0MUraeiXChuLL39zs9+ULt5ozI/Vy4LbZEaUl4pn/N8OZI0IGMV2wJk0VLXgIA4S2OrhVBkoc5anYnvatCRAAI7IDo1wkSm3LiQ1zk3MxEmEbrt6tH+gqzImlw0U2/n+OBoOhpaJBax1JlImKLW+sr/5NfCYP8/fXDwL78aKT30CsNMwG8WL928dOt69dalyfrcpBBIwNexd9JJt3eOEhMubmBlJV8qU+CxYJgMzBCeb5Q+Swx7yeznc4lRb+6ebO0zp1IQzQyVb1XN8nkQgKCzLoNEZBnGWAuHrXMyNtvt8f7JNCE7N49Lq5ir5YpBokzKGPhBfmWxEScbC42N9+89/PUHh48+GHtizCEEYfFWfuVK/d136qst4TuJIw1ZZst0psbDTCFwehgEgJhxrsvoG6GTXkx0e80mX3BzXkoe/UZxOgICDNiUFbteknNTm+BoByftwnR1JUTVTwvdUbw/GRynOE6x6kBW8pkbqUL83k/WCrXV//jPj//jLz++ffvov8sjYghgZQk/+mHh+k25tpG1SkVPqCyiME66J8fjfidw0apjaSkvhWXKZj9XQklBSrGEBAfgWfk/BSGADPxMfvXmQC+cG3qj7OFZegYZpkTm4MHOKFKGw5lvewENVTJqb23tPj6epnArtVytXCg5gcpcYyikQSfsdqelxlyrVVy/Mu8EQjrG2EibeNZ30QCpgCFEQMSQHCfJZDyatPc79+7tTCKxtnlp8folv1xNyAmcEtnIc5KF+cJPf3p9VE3vfHj3gz/+6pNfDVKRiMCRjrdcv/Tzd3+w/u5PTavmOtAaUpFfqMggRzInRURZLCVcpWgWkifKpMzE6Yn5oqFjwL5MbX17c/3bw/eQupqBXyzK/m2d18+/g/3pR/EV75Cvya36y8UzE+R8ye5XRC2vLcr1Xfh53xZm1JWVbrk+t5Avha0FmxhSfk45Kkm06woA/NzisuA4jk46x3vDwSDLmJRPDvx8sV6uLFdri+WST1ZYc5oPYM00nB6cHO2223v7+3vbO532wag/iMMw1RkpEVuTGkMk2Fhp2VeOkpIIJIgYxhJbaZmYWSoKfMd1A9/L37hxs9VaYAu2Zz3YAWuTKBobzWlqe/3h9vaTdnunfbC/u7tzctKVQhnNOs3IshRCeG7KJjMGJLMkLRVK+Xzh6OjQaHPtypXN9bHOzML8YqEQKNcCKZACdjyetA96e3uD7d3eYKiLhVqtVPIdmUXTKJ0KWJ2Zfn+yc5hsH02DircplHCUkAJs6cwTobOKDxfT8AIXuMD3AJ97qaPXGCrERCBiSLAkodlIEsrx2CKZdaVlSJs4OpGjON6f3P5467d3tr3Swtr1q5tvrxaLuuBwSjjuD562251oWl5fqjYruXwQd6fGApxl2YAxBkWWBVswQRIcsG+mvu5nk3bn4MH97Tum+LNLN281Ny/7eacUQGSup33f5ktOWqjn7sjjNAqtBYYhsjQpcsUt5ws5KUhnaRhO/aQEASGDIO8XfMAypyMdx1LrqlRVK3aiCMzCdbSkjCCJBE5bQf8FEBxfFed1MxJWgBiUQk6UY+t1dWm9eG29u32Ahx9PddjbXK4er6ccje8+3D6J+kET+TkYd9a/14GRgOfKfKIpSuAZuDFcBX8al9KkwOzJpFIsCM/nvnPcSbeedNpH7OTSd3+K1UpFeSEQCiDLkKY2tZSSdGH5mTv33IV7qf7Sm0lgeumF09ZPfyl3/Rk1KgFJ5AjBzMQEnSmd5U56Zu+gv3vUtZJW5+X6YjEvLekJ2UQohgpdzvKOqyIj48CEyDKUqsFwGBGD2PWka1NjDeBAW+sQkRBsz8LI/OwBOEdZ8ZkI66sUUviCX0hnm/0cnFPAfTsm2cxnEZAKjs3XVaVuVpbcxZPseA+f/HrsRuMHubjkeOHIPOg83p+il8EEvg2cftrLxyaAENJzQCW32u4ejgHlolxBUAM7gSQnJ4hSzwDx1J50ejvb08mku7qC1XUsL3tHh1NBOp+DI6ATAguwIFJg7zl1RfzmSSu8fmHR6xI2v+YMOLWwyQKZQCYgGSKDw7ogh0iOZdo7ufvww3/69YMHWhXX1zcXqytNN8cl32LIYc+e7I8Gk2T50uWrG9WaH46OdqRIlIx1OtJZZBlMyAhWwkoIxIJjIOv1+0cn46ftfpJVNjbWltbn/GJBuFDwbeYLzZ7OGkWPSnBlFo+PB4OOU/ZJeL5y58pzQebGnYkICtp3OYdiHsg7ISkjtckyrdmGsU1Sac2MsLKzjlGnRB1/ds7ged6Kz6k8/gpzP7631NVfHr513uq7hmfsvT23FF9qR/fnOK7vEmaSfnX2VPp+0fGsZrZCMOAqRQQ+DV3wWaPreBz2+73jUXeSTGKX3FLg1Sq1hVpjoVSquI7DWoFhiLNEa3t4cPjBx+/fvn+v1x9Gk2kyCXWS6CzTJk1TPZxOM+YgyDnSIStSrWMbMxkphIAgSBKuEE6qDVLNrIXwgkoxlys7KjAaRkGdnvM0zUZh2B8Oxzu7h0+3dvf39066nfF4FEVhmiZAlkZZNI11FDtSFuvVcZr0x6N8sZQPcqnORBQ6jpMLAmNtpnUcJUmSKlecdV1JMx32+t39/cPHjw8fPzlKEzE/F3si4bTXzrk6jbWxcWpHEzx6evRwt7fmFSGVVIqIz+g1zKqFXbS2vcAFLnCB14DAgCUyPHNwCbDEJIgI1nJm4RHBEUAamyg82j548rvbH9x+ujvNNterK+9eW72xpNypjhMzDU+Oe0/2D8dJutqqr9247JM57j9hA8lMJpacEqcCPsixDAG4bD2TIBpN+scn/V43jIKG4zer1flaIQfXwmV2rEBCo3D6+P1Pf/vbx71xc+PqDfWTnwSFOKfG1UxgYG5/+gfuHFz/+c+cYsHPC0f6AtAaDBYwDCuYXYbP5IKIYQEzq0vPkACJP6mP2Z8VfKYqlgABGiIBtHRsoRi8995yZvL/+puD33/Uu3dn0GqgUUY5B7boTVCso1CDAQAoKk73k09+9fC3t9txzD/4kVqq+q1SSyFIE9ntH//x/zuIR6h4iwFqWVTo9kY7u0eHJ1FpZbq05qw16nIi03RqNXwX1opplBrh21P1tAEToF53H/5G/LrP6nH8ZwSDGJLhCII1GTNLyVkideqCqd8bHx6gOMetRr5a9KXNkCaAkdKaOBlPRk+2hn/44/HecLywqKq1xpX1K1LLNEp6Wefg8eOoD/eHlWC56LjWkeJ8RekX2CsGPe/4zW88fY/O5YZ+xiA8y2Ocfcp+G24DWwgFS0wJPN2YF3/zi0vGP/xPv+zcfz99/NEDBWyuIpfH0zZkgHrdyZUCDQ3pRUm0u/3g1//c3n5k11tzly6vBtWs1MgZzibT8PH2yWGb0zDw3l2vloJoEj168Oj27UxKrF3C1evVUiBGQ7iOMBmSCGxdtgawIAdQIAkSZ7Xq+LQY3Jsi9D6DXXmTJ/38hixYQwl4BF+GlQCjabx19+He7+88/uOjRwdy5Uc3L//w5uKVJS9gpaOwO96/135w58nA6IXVzdbyvJ90Rnta2FQhgg4lZ5JOJcFMkKwFT6WZZsm0PxwedocH3UmjtTK3vFAou0FehCEMw0sATVF3/OST3ce3uzuHh421tUs/eac2X3F8BUPuuLB150F60JmLbq56b7lK0UyuKg1bCBaChYJQzBJGIFNsHRanBdqeM4yv7TN4Xm91TmV4ugK/IxqVL4cL6mqGN3ZSv2ArnxVZe1O81Vfcznd2Is/W4QVv9SfAnDb0EyAlrIVhqGfs4GlxcWHBBlkSJpPuSe9of5gMybNOPVdaqdbWm821ZrPiOw7HAgLSsSmfdAcPHj7+5KNP7j166LhOPgjq9apkZmtTo3vjYQaCcprNZrVcDoTSYTIcDZMsmRVrd5RXKtX8oMAQ2iTGJKVic2X58vLyRrncOBW7w1geR9FgMOp1OidbW7sffvDp7s5hHMfaaEe5xUKxWq1Zw0mcRuNo0u3pONFJyoDr5RrN+cWFeVdIKYQjleuocrmysba5vrbh+77JWLoZkFnOpmF40D54urV9987W1taRkl4yHfQOvac5x1VSG6MNGfKnsfd4p5cJu0KOsew4ypFMZHFaTh4XvNUFLnCBC5zilWwGBjTBihlrRZYEgYkEwEyptkoyk4550u8+fXr/tx/88Z/fb4+ofvlG89rl0lozaDoiiKJJt7fXPjnoJppy5dri6sqVS2s86Y4FC81FNyi6nms4R44SnmZoA0Xw2fg6o1SHU3MytGEaeF7BL3nlIgIBmbHiSJI2wP7B+P0P9j+6c2Rr87d+fOPqD6/OL5LM9tOd3a0/3Pkv//TLkMo2Xyi25ltu2REQAmzBZJnAElaQZmsIJKQgstaynTnSgv8a9Lh8mmJPBmRmzx3Pzs0X/uYXiwR90OltH+LwACdHaFXRaiEIUPEx10KtAIekyXJbT8L/9t+f/GEbubfwN//m2rvXa1W/lBfVSd/9P/+P/+d//Bq9Iaq5gUg2AlUYjqdhmhgel8rB2trKQmlpsh8IScwQAkrmlcor15cMYQysBZtz9+FzmYMvv/L1fjswq6H2l3omz/KoJM/yGglAxmyIHCEKrHU0Tid9LK5ibbk6P+cVgjCAhzQTnE8S5+Bwcnfr8Pf3h9bDz/5N7a3L86utYK2xNh1k//mXx797H48JpcKgUfFEYNzAcc+KkZ5Kz3AqeqNTuuobGaazjX6BJ3BWdevzFVpvVgRJAGVgiNQtOHMrTqNZjEi2u5NPPg2P9pEkEAatBUgH8/MQZb+aMyVXzVfms97k4e27v/kf2SjCj/9ufPXW4uaNRqXZ2DsY3r5z+H+9f7K7iyCI6nXXNIrJ1Dncy44PsbaJ9c3Ftc0aJ6VOW/puAE51BraeFEJKx0JIQcCsJZGG4LPeRG/IF/7sbdAr//7pZJYAHMAl+GCXRyIbpnHUeXr4x3/5ZPt3D/od6+Rbtc3l1Vub1cVckDMqjZPuYHw4jMdhrlWaW2wtLS/6U5Xs7ruWXGuKrigocgDLEAYKUIgdjiid9jsHR4dH7aPeYJIuX2nOLS/lavl8CY6H8MjmMilCJ2rznd9u/eZ3D2ypcvNvf/beT99aX6t5ejzeP7j/273f3P+op9StllfZbJUKdY+UknAlJJSySrGUJJQSRBqcOGx9Izw7iwwwY9aR9nUSuc8sgcVvej7/+fH9pK4YICLiF07/8xX7tQMmX+prr06hP3HVfpUJ+V2tb/Uc9MrfF9/5q1qe3wCejc9ZXIxoVs2en5UgESABAxjYjLNoOhkdHHa2tvb3dpLJpODZyny9eX15YW2usdCo5YIUTgQyyNLhMLlz78nduw/DaTrXaNXqlfm55nyzzjqLpuE40tvtY5Hr5MrFjbWVpblG2fPCwWBv/7A7GJMg13ELheL83GK93nIcL8uSJIl8v1wuzTUarUKxpCQEAYiy+Kg/6Dzd2Xv46On9+08f3X+qU7uwsNRoNMvlaqVSDXIBrNVp1j8+Od7bP2kftPvjSGN+bv7q1Zvr66vFXOAp6SrlOiqfyy8sLC0uLgW+PyPujOE4Noft/t27jz/44M4nnzwx2lFSTkYnEtZ3pc6yOMkKpTqp/HCqIuM1F1s533OkVAQlTg2jr7XK+E0XBLjABS5wgW8W4sWmKPwZIqJXlNKYSSU0zUS+YmacMYRlkpKsTZg1jE0n4+7O1t33P/zNb/5w0D5ZeOtn7/z8b5avbTRWm8ZLx+mAx73O9nb34DgfzF26cvXtK9daQTDpp3lrXLYiMyplmQqPPTlzAwxcBcdqG0fpOA0jJzFV+CvNufX15fn5GhzJDk1hJxkiI+w4cw97Xm+Sq6/ONVc3F9ZXqvWpTEcCxbSTy+dteHB8cLDf7w0azTJc0KmWyhpwCmjYSIlQIoZhZgXxTO3wXb7Uz3TcOCWtoMGzmBhDQCqtvGmpnPzgR0GmGntHWmun4BeKgStJbx8ePjmcLlbQzEFkJopEf+z2xwEjmqt7N9+qrK7ovBsWnFJUyfsFN0kwHqC9GxQdLuayzknCgqqt4uJio1m7FMjWyCQMRzowGjZzpMiDHLYJz7q82Vk2jTibg/yGjEU+VazA8qxI57OheU334pfH7ls48ad2MYFnmieWlo1SLlujtZXClSo/7B/YFNUAtQD1klepeIGvvSynUw1b0knxpDfe74d9xvISNq55y0vTmrdbCmyec/U85yT6QxweozcMfUFlT0I+S888TdR8tTjJN/Hb+VTEyYKZCPSZFyLxJYZ/Nrf/lEnyTFBA1loplfAUSJBIyUara+o//PuNW++Y4SCbTIelslOuuofd/Y+3tHHHVSnzWc5L3OmJmHRMMkZQwOqGuX5NL84PShU/Lzw9bP03wmEHj9p4tMMcSmVyaVhu1qaXNt5aXmqWym4yqjGnYN9zhtYgTQHkrFVGGCKWlDInmLUsm0Vb/xwOlCDB9jNvGZ+H5x0H2KXMQaZMLHU0Hgye7u7/8bcf//pfH8bt8PLSjes//Ona3/2otlpVXjidnMS9o87uQTQcLzRq1StLK0ut+WpTSLvHvmNUyQtyQlIaq8yyFo6CL+Eze0anaTqM03QaZxm7+UqxNleq1P1CzjLSBAWfCtbzTWHQcyfHYjJUuaWVyts/q9+6VqohN9ytmmi0MIzF6GCnXTpYvZrdyplCQFISHAsJcqwURljLsU4zyiC0ZOtZ4VpICxLEz24aXwF/hb7x95O6ekZRiVde/1ZsiPMpqN8ib3X+G99l7eDrrN/zb57/bd/l3/mNgM7NgLNXCFLAzAIMAiBYwMAmSMNkOtp5vPPofrt9mJyMSFNubm7prbeuXl+bW5kv54sEV4CALJ2Oo/v3tj/+6P54km6u32jOlRutwspSvV7N2yw5PDjeO4hjUxmkTnOp/s4Pbmwu1Zp5J+r1PvzYebTdjY2dX15cXl5ZXlhcqLcCx0u1toCQilgI4ShFYFitJYZpuHfY3nvwaO/Dj5/s7nSZc5uXN65fu3L16uV6vZXPFQPflWR0Mu53DnYfPLj7ER387nYc0vKlxYWlK5ublxbnaoW85ztSKamE9P0gCHL0xOIAACAASURBVAIlZ7S1q7UThuLkJD7uTHu9qZKuq1wlhSQ7q5KRWU6ZIQULJpHVS6XFuVKrVigEinUGoSAAiK9VxOFivl7gAhf4jsG+GAf+8vG/WY6PJVjAzsp4EABBIBgrjJGaKUz6uzuPP/r47ke3++Mst3J1+drNqzdvLF1ZDCpEopeGetBpHz15NNibFhaqMjTh3kmnv5ceb5leR+mYkigeTrsHXXfrIDdXcwuu8hUxSE+RxONB2O9nmqrF+eri8qX5ViHngZBpPWaKNCVEiDk/TStGRPnyXKXZylc9QyMhbKHkNpq5ufnK8Wgcx2E4DZNYB55iAQAWGiADYaSKiBJBIHKAWboO8Zv3Jz5z3L9Bz+W8azSLiRlAk8euigyn1ab++d+6hhq+1yrmFrJIHux1w9+MTk6meUaRkFeBFEHKIhZeUIyW52WrHhUKI08pJa3KRHOpsLQERRj1WruOa7J+r9slYerFIArF1oNJWeaHbZ5MPBDCKTpH6d7OWHK8VITIOaW8CzYQ4pXI8RuJ4Z6yYEQvb/0Lv/YtiCFmyXEMZrIAEZiZ2ALsaG1AThRzvz9hjVoBRQdCj2fGkzYQIg8uWVvMsizMWLsoNlCsh14wdB1NGDmyUSrYalUcp3YUojcOG6VgpgsAMOOt+NnsoFeKjL35Xwq8FN/+zAvR57h758phEX0V9upVRdHpjsgySYIU0AnMSAZcX3DfLUvl1pj9LJEMP03kvYf1B0/eTyJUHVMQTjbkdOhm0xzspLyA+lUnPz8k50DJbK60OKw4q7VguRkBanffTg4mjqGT42Iu32A93+t4xvC4aw73kIQFmx7FE/SOs72dSCZ2vuHkAlZSs02EIEEkTrtlvCH78yUv7MV3Xv6stYJmEYuvMzsIkICysWMmIo05Sg+ftD/88N4nH+0OJ169uXjlx3//1v/8791riwgSwUZl5vDJ0wcf3kt7qry+lEM2OTjcMok9Odl9dIRE5KQadY4OHj0sNGuOLjmlQPnkQrs6o8z4hpQRgZubW6gW6w0jJRyZ6VgJ5B0qOFBWmEiw9vxCs7h8Jbdx09RzkWOLQaFaq1QbJ17NwdawMzwJdVIRZIkYIEvKCmWFYGlIWCW0oIxgSQiW4jlbdeHTAt8/6uovJsD1TaiePndrL/EVOJf8+pcxIl8Jn3vI9BnPLzDDM2vp+eAQQQlYhiEYIAMbcIYs6rb3dx6120+n/bFr/Vq+tLxy5crVtzYubzSrVVf6gOMg0VEYDofjo6OjyXjSbKy/dfO9hcVyvSlrNaFUbBKksb93oJVqkBw6uXJ9rtGay83nEUvnaU5KFoakLFUbq2u1Rr1ZLoIAfVY9gw2sZQYbGBOb+Pjk6PHjR9v3Hwzbh3oal9dX16/feOet62ubG4uFfNlVnhJWicSmqHpRkNSSbvXuk/qIwchrDhyvXG/M1Wr5nHs6/609VZ0xOEt1mjnW5iqV5avXUsetp0maREkWxZVSUTkyM5kVwjCBJDPpjD0311qaX9+YK+aVJCtO0wTxudTVd3PlXeACF7jAmwMB4lSiQRZkCUwQBGGhjHUyQ+Oku7O7f+feH//5V0932itXf7J+82/WLl9fXVms1OVER2E0NVG8vfXk4ccfbu2mzr7pbO3dLsn5fCQneydbJ8MO2yTtHLR/9at/ze3tNS+vr11fX9tY8H3pOppgTZScdPphbJ18TXhBnGAygZATRuS42hJniZ6E2nHKQTBxfZUv+L4Po4Ugx3NyjgqYCVI6rsNskiTWWc5RAkKDLYMsFGBmVa0ks8tWsRXgsw4ewHc1Js7PDUkWp2KWZ42JeQIPgdSa4sWaAzWUJBSp2ClDJJPx4HAXlSLquXy91HCEO816vWiQAYEf5typp0KC0YYcv7y6UVlbzXW7ThYXe117dNg+PNyNYng+qi2UK5BpQFFt9yA6Pkbs4vYnveGkd2kD727CuTSfg6OUeF7W54XB/uw46FfAV7uV87k6T9/CeWcAsICe/TuzTwQ5jgriUJ6chJNpnGUQhLyPYiAUUnDGAAsX0mNyrQXBeg6UhLVjCCsUrOyzVOyxVyy6kyEEMmNmFPZrhuPM5WF+k37Ha0aPZ9W0vu7mT7d4ljpHX1549do9nh4JgZBp6AwwKORAqZtO62UBdwijdVLO4vk4XJyM1bALK1AplubnFvNBbagmUaRSC1WDqblcA3PMtkeq0ixW1pqla8vRcr1J2rn9sN07HMbjSEm+e/9gYVHliwiHtaP9/MOn/XEf7R389l8eHD7F9U3/5lu1q1dqpRJABmBBCiwJ9CYr15+nEr9WQZvPBT3P/CSAWTCTMZPuYNDu7j7c+/T9B0dH48WV65eWL228/c785cVeHhlrh61j0ds/uv/px1EPheO9wn7tYTHwYMU4Gu0dd3Y6g0FikujD3/6mPezPXdlc2Vxr1As2iFyfBYtoFI57Y5PZUqns53MZ2AoQGcEpa0060+lQ66lwSeV9lc87hRwcZBCWfOUWlB8EpRyWF5zAH06jFks9U4FaUgyysMwWJF3PKMdQlgmVkTCnPTFnhdq+Jnv13bzFvB7fN+rqrw5fJWjz1zRxL/An4XXXPQIYKZBBR8gS6FQPB0d7+3fvtN//uNuZFgqt1Ws333333Rs3rs4vNNxSMYALAAwRpybNOJ8rrC6vNucuL8ytzbVy+UKoaMR6YrIoDEeDfpQkxXyxVaqWHVdaMzFRbMLjaNSPwiT1cuz61nEgJRinwi/MrE0DoQmGOGUb9vp7208ef/j+kztbchKViqWlzcs/ufnOreXFYrXqS+FIISSYOJOSAx/lnCjnVaNa2RnrOEGcUqKRpCbLTOZISZAAEUgw88ysko7KFwpBsThXqy1fudIrFguwpn/cLQSB4zpRlrKSBpRpbbWRzJLZzfuFarVYzPuuOm1z+RfUXegCF7jABb5BCDojoITAZycMvhYECCbMUlYAJliGy8hZ8hN99Hhr7+Pbdz746NHH90S1deXWT975xb9b3Ww6LlKNIPCEU5gmAza2d9Lpdw0GW52dHVLpXDD2o/Z4d6DHfug2slQ9vndfJWkYuEGrPL9cDoJiIcF4POq1j472jhl+qb7oBQUh2FhDEqRcS8RCQAoQaY4zPWY7IY5Z5yQrZX0kvszyDuXhWM8PXN8VgsDWWitFxqTPvDYhmZRhx1ilM2E02dMESUswb6rL2uv6op/6z6dO+Dd0TzrbMilYAjmwTpYYizSzTpJSrkRCTcIwZCGGw2w81uFEt7exsoBGuZ7zvHAy1iKReWQTZAmyJLWZ8FxPUJCmPBj2wjAs5ufKJT+z0Wja6Q3QHyBJ4TyF60CkkU/7UUa7+8hcJArtI4z6KDCWC8eNvFssBLNMsufFjt6Yo35qhfNri5a9fF5no/TsxLypvMXPxFk/N6YzOoZIMAPsOrI4SbyD/XGnMzKMoIhKA5WK6wgrLCwEiMjaVMdsE0XWkxCEKLapFcJzZLEWd5V2bCqJFZQDVykl5ZnK6rTuwSsz8g3PwFeG74W19JXT0GZpniQAe7pkvuTxvmY/5xk0DUEgBXgwDqdyEk1JjdzcQCi2FGub7/bD/f1sOEChjFyQK1VrvshLJ1VuTshBlGEQi8i4ZbdATgGpMklG2ggDD1mznu8dnIym43iKcIKtp+GHHyGXg+LRdOQfduNhiphhgagPSuJCcDjfUqViQczWAM8Ks357But5OouEsPwVzxQ/f5ylhZKxHMYHj7ef3Hny6NHB3s4RBbWNt9659YMfLF3ZGIMzA0/JHCs9TYSBtbx/eEiDrtr3XddRzCKx2SCanPRMlCANe8LuTwfrOlI5lS+uFnOZkTrN0t7xqNcZSuvWqrV6vernPVYgZsoynU3DeKwwgD9mb5rxVEcjO5i4ccFTMIkKE2mskiS8QqFUqoAUpDvTukkpoMkyG8uxNgkjgQBETCITQhMszRStX/9yQc8evknx47eDC+rqu4+ve7W5UH18H/F5tisJOEACjpGOssHg6dPdjz+99/GDTnsYyFxrdXXzx++9c+udywtNL+dp6TqnX/PywgmVyyurG82mUk69Xi2UClCuAoEzOxlP2+2j/lCkpliu1Wv1kusIslkWTSeDXvek2xto1D1SSjnKkQKE07ZDp91oXJAFTS26qe4en+zubvf396LuScHJVVpzly9dvrG6vlwuwHGMgJACsAQISAnXcR3pKqkcychSnSWpjpMsyTJtjLESYCHoNHQDIhApQXQqMw/8uWql6rhKKbG6to5nheKJ9MzIsewIAmCyODba930J8WJchF4Mrl/gAhe4wF8PGGDLlu2s+jJbi8/O05lFJcTpc3p2mSSclschwDLYssqMm6Zp+6B///7+7TvdvcPFtSs3/v4ff/j3/7BwrZkrwGRIErgkfOEauAvzy7/4h3+72lM9U0+NdjAt2SN3VNL5UX87fjIwNp+vr66WL28ura4267XAUUqnMkkQxdOT4aQf+rn5yuJmsVT1PXKUUI4nXGlsYilTnvULDtMw1cdxfDIeHGVhMe9JxwR6Mhl3TDImwHVdL18s5PM5R4KQMWuQYbIgJmsls0vkgh3AJZq5+CxIM1JAEOSf4JVYgEl8RuWssxdnTcTwRZbfFx7G81Sgc0lBZMAMKMABu2DVPUofPNwfjI2Ty29clvVm5vllkDMZi85h1jthtnAdBIHj+YiitFwN6q3C8WTS76N/Qq1Kg2SeRG06yT96eLS9jZs3B425yCL1c5X5xUOtAYLR0Ck4ypl4fmt7GDhdL4eFJubWsLyMShm+z45jofg0SGUZeNZG7c3lHggiprP+X2fjxK+p7Hbu2an06huzDM4vr/N7J0AQuYL9LFKjbhZOrRPAq8OvOXAMW7ClWbe5zERSimJRFnJKQY+GOO6K+UYtoxKoEVszSfqDcNwfYg2olAo5T4rTtN+ZVfXywH7LTsfzOvGflTn4+hNAX7m/zms/+ywpVBpIBiRCPtyZPN7qHPc61QY2r6pGk4iKSeINhnTcs1GMYhUGnJoUjnEDUSi5hRw4Qm/HDKqqNd+COw9dand6B8f98QTGjhpNm/txrV5NsoiTqRkOxnGauT6EqfY7tcntJ6MTLvhYW8TKKpaXZL1WzAWuABODIIgczDKcny2LbxKEsxJodHrL+CoJg8+pSUsgQmZZ6pTjKOsNTrZ373700VEvbrbmLt366Y//zd9dfW81X0FXw4Qmb6lIDpS/tLL+w5//bb15koG1tJatK5WepuNOXypn2D1hT7QWm80rG82lVr5WDKo5mR9pEY+jSbc7mgxTV1Tr5Xq9Wg58J+WUAEGSJMExqmjLi8ovWyFC3d2fPrpLtfeKLYcSmoQ0nWSDo56JskJQyAcFzyEloAgkYCwbZg0k1gyiMGIDJTWR5vP5q/h6p4cAgqWXLkjfWQrggrr6HuH8Jfo7O2Mv8Kfh9MSf2jTn4hyWZmVWkYKTdNTderr14acPP320O6HK3LUf3Lj53q2b1zeXm62qm3fhKKUZCc3aTefcXC1v/XLFZ+1k2ssXoVxAMLRlLaajrHM0PuhY49Ubi/VGo5rzpSeJMpPF2XgSjSLkIV3XDVzPUwoEKMDgeY9lkkDK6Ha7d48ODo4P7WQQeM7C0vL19Y1Li4utUhGuc3pdf26ISgFWIDKWM2MSnVmdpTrTRmdZxsyCIF64V58NiwUDQoIEgpz7fOhOA4qQz8rcn5VilY7vivRMrP4KLvLTL3CBC/w1Ylag/VnM/CVH8fkN5xnoBSnD7B0BEEMBkqA1JNsiwwnj4+2d/QcPtu8/DBP+xf/2v/zkf/3fvdaiEhgNYTWUNNOTMO+LklPz1t/aXN6IqD7kama1sCM/bcvuzvjj9s4f2vphW2xcfec//GPx0kZ5sVlrFoteZieTdBoqyDhOR+NIFdxypV6plpWEIGIrwYohLWmpdFB26wtufZdMdNx+dKdaoGubS27qHO9Otx71uycxHLdcLpeKec8jJYDnlY/oVAwliImZLJEFDFtDUDMlkD37+NcjMmYOMoNekYi8ZPHN3v+iPXz+QdCLz5+zVwZkwAJwYB1wIRyXH961t+9ZzeP3fqz+9u+Xmq35MC10Ds3TJ/3xCJev4MpV+DlRKJHjBSe9uN4MqoPJeIi7n0Ylf2lpcS1L/cP9ZNTnJIVBUq7tX7687gdXpmHLdYXjOGxdHQcmXOwd5f/LP/2+P+0WWs57f7u+fj1dWR2vNexq1fVLDgSfM3fO8Xf8wo/5gpF5Dc59/7Q9C/Ervb4+i018VXX1DZgJdC50xgBZy2CSgDU8Hk4HgylDODm3UEudIjRSZpdIgkGC2cZeoFZWCqtL5Qc73Wkfw27upFOpeHOBaHVHw6PeQbdnwjECgUbRzykriXhW7er1iXvfdAzv1VX02j3yy1el8xLF5y/+6Ucy24iGTjjV4TR/eJD++l8627u4fBVKzHmiTrK8t4d7DzqD0TjIo1CA5cyKjAKbr2JuMZibQzdC/yEfOLJpG/msNe6bRzvD/WMTarBIy9Xexrp/88aStL41PlsXckrSTAcLn3yQWjdyH7U3LuPv/27l6vXKwpKab3GpmAnoWeoorHphoL5JPvU1w8QsJJB9yU+fPhKdJd4Kw8ji4SDdPxy024c721aVfvKzd975xU/nVueVh5AhUq5kNmeoqAIU5+xV8mpX3tWeVMKyttZYbaf90ZN7Dz/9za/NU1lfXX3vH//tyru33Gbdq+Tdsq+C2CR2mqUng7A7CJt1r1Su5PK+VMQsiJQQIJWKQl74mZcWyosl//6hGRzEj+5MKgGLTWtx0Bk/etIeDyYkXF8FlXw5kLMC7WABQzYTLMEJYB1lFEEYnkkkzzHe9NmtBD9/4M5/7QXx50svfxdwQV19X3DeUrzQW30v8cJ9embFsYVlplkZQM5gQyQjPe0/3t7++O6DD+4/7cZUWb62cPXn775zY3OpUgtsLgdHWdY2sUIr6TlwoFy/6rtFUgoaaQTlAGDo2MZpPNXjkTnqTA9P0sK8zpcLtXqlmEuVARjTaTJNdAqv4udd5SkS8vzcfM74GCBJ48HR4fbO06PjQ5OlpXJlcW1tY219vl73Z2VS7CxwzbP+zwaSIFVmzCRKxmEcpllgjAWDwGyNzmAdIQjMZ44WzfRW1lprYTWkFLN3rLVCvNhCC2CGzrRgKFeBmUjOQnx0Gmo7j/Paqwse6wIXuMBfCeirWxSv+vbPN2XhWnZhA2DY7R3uH2xt727ttWWp0R9Pf//73xvHyRUKmdFG68D3PaUW5ppLi81ic8NyJL2G7+YhoZD6WVUf5W3f5Yfx3uh+g3D5xvXq5opbhONAZkIZAVYpZD9K9k46tcrYdUUucKScBbhdtiLTxJAkqNys/vTvfujkCveeHN/7/W8mnfbh4hwl4XC709k9DqqNS6tLKytLlWJO0qyR3UwDJdlKY0EkUyCCjpCFNp4mobFGAoIhACGeUwtfE1/8zWcSny+xk8/xXV+6fT13zgmwEAY2BWcAarXFZv1KMr132IHnaJhxLp9NpuboIOkchZUqVlbp3R+t1Ro54aSBa5st9fatZVJqv937r/90PB2om2+VdneO9/b6g950cQm1JlbWknd/VIFCPGalhBTKZJJ1kbLaYK70yadCSVRL2cq8uLJWunmrUfHCAsUghtXg8xqgl3iKLxyWz5izfG7uM4HojEB8YUGc/xDOkVsvZRie+9g3RB48X6zMxuiwNxwf9w9G0ZRcHRTg+WDWxJ6AFMTEhihWStRq5beuzg2m5ngSHW6Hvfb20arx6HDU622f9B2Jd67j7Usoe5RTQj4flhmP/e3qzU/J2Zd2al9002eH9QYLO332wZwSpoIt4swI5bqOIKjxUN/9FEkUbT+KHJ/aneH9R+3uIN3YxLXruZXVZpBXEKFXMiuXS+8Olj+8f9y+NzT9rPt47Hl7aWp29o5joLWE+SWsbYiFplIgCUnCFzIP1wfM8Z7fG5r6vSw4QL2JK1fLb7/dmpuXUoyINRExC2sgxCs9N79ZNeDztTQr5G+/1L6en8NnJ86yFcIQ6WHvpPfk6faDxwc7u0GpNThqP/7kgydPHuk8OGAb6gJytUpFOjJfK5bnGrmrRd8LSjkohrAwCUb98YT16P3fDKejVqt66Qdv1zfWbT5HnnTyQsooi0Sc0SQxwzCpNeHkPXKlYTA7gANONTzrcAw9FkF1afnGLXGwfdK+9wlPhwdP7sc6bh/t9/fbhXqzNre8sbY5X294gDSQBG1BShpNE62nOnMLeeEpmITJEMwsmk4A8atCxq+MU34d+MJKf1++3cq3jAvq6nuHv9CZeIFvFnxaPgo8a8dx/j0xu9kTIG2aJY932p88aX/w+HC7lxSbm5ffeW/zrXfXNxuVIvKOljKbVUCYJR9oBhEcARIKABTcwmySGWgrhISVcUIng/SoPw2WlZcPgsDxPSMjy0aHcTSO0jBVhqUQLuGMK8KLM5WnQJxG8cFe99H9o92nfhJXm/lyo1lptfJBLhMiFUIRHDG74xJDnJFYxIm2veFUW7dQqirHlUqWSgXfcwgMtqd807l+o0IIIcBsn2W3vHoFn6nhlVRnXyMpJOFzF9ip0X+xBC9wgQv8lWB2ObNnsiv7TH51Fhg/TQt8UfLy0hYYgIA2LBiBohzJ3t7xo4ePbz/ZvtM+GocJ9OD//b//M/xfQkJ6jpDSGLIpCo35H/30F2//6L3Fy82gXmRywCANB5k2nAlnksv18/40HxR9JyELggIchmAWJDPphm7w/7P33k+SHFma2Peee0SkLF3VCkA3GqoHM8Condu94y7PKOzOjP8raXa/0GikkXYkz7i7Zpzl7ojdnQEwA6AFWpauFBHh7/EHD+ERmVlVLSAaiM/KujMjIzxcu7/Pn3jq8unZ8dRN+31YkyuULRF731uxklMDMxhdvXXrJ3lycvybv/+7X//x1/9gDUFcPpMr12+++6ufv/HTD99+562d7Uic19tlIguNgV6ueSr5KdMkMdM+5wOLfgTDBBiFAYxrkCgvisbxvLZ/OucrlqxKq2TXpRpESlBTrPs0BRPEDIcb77331uPH7tf/8Off/WP+m3/czwVpBmNw7Tp++W/w0S+23353I4rV6VSd7Fzd+Lf/1a08N3e/OPzjv+Le51/9z4Ovnj6BsbjzIX75F3j/J9jazefplzFipZnLVYlJ2ckzuCxzo6T/1aCP6Qk4/3x7dHPAiMiVuj8E5qbL7bYSwrlYPHZSoCVGEsgQMRFTLWbX6oelmlWr7qiyK2ue2r0yBJkmfz4HKCElcv1x7uzR8RQbWxj2MIqpH5mCbyFSiGjORsW53S3zq4/f+v0nj/7vv3v06JH8YfTnbIYsw3gH73+IH71rfnRzbWcY962zAIFFzs3T1wgN/oqwj1odTxYSu3oSoKwTFHSKVvQNvYojRq3ToRiqxnDcT3au2Pc/2Ds+efT737vPPtkH9skiBSjGW7fxF7/a+fijG+++e8VQmslxb63/7o+3yfCps//Xf/n8Hz6b/l2GyQwUYWMHt97Dhz/DX/zV+htvwOohiQCW+CQVg3TGxBxdSQZTmCc2QW+AKHkiqnkek80MOVUQWcCo6jfCUfh+XjAwBVlPpCAiMJO44p66vdpPt2sWJC5P83Ty+MmTT/7w6RdfPnDT9PTpn/7Px/9j7+qNwcZWZvOpm3FKCfrru1c233rrR3/z79658iYbE1s5Fh4KbAYrOjXKG0Pe28DAHlmaxzazBsRMnKYyI6K8L+inwsfp9MRNMTCScOoKIwzDMdNIbT+VeLA7/tFf3Bz0PlX3//3T//vb3/7L7yWyqjkgdjz61c9/+dFf/s07P/v52qjokEyYO6GY1BhnjEQWseXEIoI10os1MjDk+SYq5pbzucVlranBJ8ICcd6q4u82Ourqh4VOaP6hwi/JDpCwF7DxFnMECDBHenL3q6/+8OWjf7l7+NWpSbZvvf3hzz/88M777+/EI3AEB+cgqlk+m83z/AxrSULch+VgnS/+ExjS+fz4+PTRk8OHz05O5mr6w/5wYC0IOTTN3Ww6n8yzNHODNFPnWGFcocyvMFScjdEJcAqXplM9PeDDp3p4kM7hosRsbPY3Nns2ypXmAFSNAEYAVahAZ5genU6mh2ezZ4enIrubm7uj8fp4PNraXhv1AOcAUOGhXVtuEUIya9XhQ2DSGFRrtRdtH6p2+o4dOnT4HiIwwfI8FGkZpis4zV8y+1XLTw6gPLhwuUsFqe1Fu1dvfPxz2rlxepZmDgAl6kw+M844sRNnMZfT0/x4SoPUCvUZ1gqMiKoIjOmv2b09+9bB+3/zl7u3P9DEMMMQWMGGnFBq7VEU2729zY9/fOPm9fFaNBhGxhIZEEMBY0FkkEfODOK1a9dvrr37MH1074mbpWk+z6B2Y3Dlzu23P77z5o/e2bu6E0XIgcxBCQpWxEREkWjCWF8fvHnlqm5v334L/SRX11MYIFJYABpW1KtpkXPl0cuxV88BA2VQCp5DcrAzUX7jzeFPf77t9Oz45MHBIZxDv4ekh7dv470Ponc/6K+tgwkiLndn/dGgPxzdvj368Y9uqPv03n08fAwAe3u4/S5+9ovNW+/p+kY/y2fGKCQXcczELNaQmNjEk+tvuJ//Akq4tiPbQ+nBGUfgCF5jWgGVBX3oS1Z5xWi0aiewXwIF1/3Xhr8kAkgrNa1GUs29ggZPvDJUaRGRqjA52GznanztZnyQp9tb2F4zG4kdJ4m3rVSQqj8CzAi6sdYfDNbOTpJP18FzTFKogSiu7uLj9wYffXhlbwODCEYd+31Uo0JevUiswb+rbxFApWnC7E9qhcDgptaJggSqpTeIS4dOOG+QVfvimNhE1iHK1jfSdz+IlK6J7v/DrydZBgF6faxt4xe/xE9/unXr5iiOZgzRXMAmGvGNd8cfHOP+w7Pf/f5JplCGRo6Z9AAAIABJREFUsdjdw8cfDf7NX+28dydCfiTKhi0gIhNxzsmcyRINtzb5rZt0eqZv3cLmlmNzItrz0Ym0cHRFrbxeWLMvgkofser+6rMAlcrNxoJF8wrFuGLAKKBwLocTSvrR2tbtH/9s69qtP332+dnpLBZJ0nmUKWdOc1LMnzx+anev2dGmG4xnsZvw3KlxzsRZPjKRMKJx//bPfjzr26vX3nCxJRsxG1YgZydxJBtRdDTa2Frb24o3+4OdUX9jKAZwsAaxQcwxEcj0OcHwSmaRHJ3M7j87Pv78i9nkDNYitnvv3X7zFx+/+4uPh2t9U3LpuUBJITA2ikZDl87iteGNm29mZri9NerHEpGfSjz7za1KWgJdOMTwMk2pEbrghe+lz02+WXTUVYcOPxA0ZqXWnlbzNJsfPrj3yT9/8sXv//zkWdofXP3R1Rs373z08Z13bu6NgAgziGB2mk/Ojk8nT4/2J/GMN9fXd+1uLx40U3M5mRyEk5Pjz7+89/n9xycp7Gijt7a2sbk+jCXSjLLZfHY6mZymWS4wuXAurPU6KuUp7hyYQGbIXDa1+WwEXSeIKNi48Xq8udXr9ebGOEWu6k8MAbWARaYnjw8fPj58vH92dDJHzw4Ho+3Nza3NjSSGAXTFnmr5mc951bmwfWl9ffkDvA4dOnT4TiLkXIQ8axP8dFEcNS2fYgIR8lwjNhtX37htovUbN2+fnJydTiWXiGxMHGXT2GUuy0FxyqMpD5PdG5s3b5ktzClLLBsCK1tOIlanWHurfyfZ2fl5Gg821vd2eiPEPUDgnGhkUpvoxuZHf/PXb/74V3G0ee3q3tb2iK13oQIVACACG8vJetRbN3b+3s+j0fbu8cG+kEzy+Rzm2tvv7N280dsYRv14nkJdFc+DiWJjE8Pc3xrc/Mj0dndP4JKdrdH6GogNg1yheCUvYb9UnsK3j0a8MU6zlUqB7zLU1fPmAt6NmQMcQDzorZF56xb1h9du3V4/PVU2TGYeJ5OtXbn2ht3ZMUQzMj1WGCPgM83TW2/3x4P3f/LR5tHxYe5mmTtLEly/sXbznVF/OOn1TRzHTOQNwAwxs7JlmHRz2/7iV3t71xxxvr073BhyJGptBBBEi9Osi7XPzi/gIkJiNtxPVLxVSy/Lc2WhRlY4XKoUXuGOQcueUbyHSIkFmpoIo3W+89HO1Vuz9c1RLznbTNwospLm4kPOEYEYhMioTVzmTj780XA8fPPJQTZNKRNJBry9RXs7dH3bjvuk+cwzsE6xknV4dbio8bRgowKaq6yKQpu+tL7S+onqwPIVqCF5jsZz0gpiigV2mgznb96i8fru9Tdv/du/xnxulSdkD5Lh/pXrev0aeskZg0hIVdL5KVPUG/fe+3CU9D/61b87msyO03xqI9nY7l27Prh+Je1HM3WSZ8omEWWoi6yyE2jej+dvXB/+d//tBz/96ZPxuuxs2fWx7UXGWiNOA9+s5+povjJ4rTavPORrSDRQhNNLd3s/oIlgyDD3TI/fevfDncFOPp2fHZ8ePH4KJywquYvj2No4c5rBzOM+be9cf/tW0sc0MnNRZVJDYoliJhcNNzY++uUv3/7wx3Hc39jciePExiADKCL0+7Hd3Mr/8q///fs/+UVvvL1940Z/I9IIjhAzVJALwBABA0JRb33j3Z/+ZHzl+uNn+4enp1E/6Y2H8Xh87c23zMZYLNKSylMCEUFgo9gMhgOVHdB/8x//wzzl8fat0VpsgMj4o3auPeyeU9FYbMSibkMFzEs223cQHXXVocP3G6GiuwV0cdTnWT6dTE4Onty9e++Le4+fnuTR2vVbb//4ndvv3XrjyuYIY84Jtg+cIJ2n07PD/f1HTx/sS2ZP89xsjK+P+uFCr2QIyIFMxD3dP3i0fxINt3a2r/WG/V4crSXaB1TyyTydTWbzeZYLRJnIWBsxV3trBxhAoIJcNWOXRpImJH0TYRCPhqNer8fDYRRF88hHJ2k4B04gvWf788fPZsenkjmO4mg06q+Ne+trI2i5i1sxe58fqbdxUnuZLc5rvEZ06NChwwXQwE+7qIQzccFeefMQgEs3szWJUol4CqdgppzIJL21K29E65u7krFhBlu2ESiSLHYZK0TNHMmcB3OLeYQsBlHEgCiY4JRTZ8C9ZGN0feP6FY2dwDAoRkoQUjUKypVtf3Pz7Y09psH0VBm9qIcccFr69VY4gRIywpmCe8n6OzfXbt6Aun4/yZycTHKKYu4jJyghy4XARFAVqBIYZEAcDaKrt4Yb164cTKeaxINRnwjiiqh3Tgr+6aVlRmp+FIUEcbsUja+tB14SZfbFK7NYiIPJtnfM5vb4zo92mRMwnMwUZ2xmbGdCKYRUnSdINJ2qzLe37fbW4I03Nx3Wh6P+LD09Od3vDcxoZJ0yNDVMEGHvHkcJmkAImkeD/MZb/c2tq7lLo4gNC1OpuL2yaqmZ/3OwIOnVUvbCKZZSzRdVT1VZKMkUT2Ox13Cq73yFOkqVpKoIzHZVBXAMB8hgOLh5c/MmRYNBMjt9yHLM4lUWhQ151SlREFRoIuZ0fWe4vr3jZKDUA3EUk8rhfPJVzDMW6xTee1vJ1kigYvbN74EIlTcMKJWZ8dQVqxakkm+GosleKv7ayh5GCuQggXEghygbrfFw1Lt2Y1cxUBDx3Ol6LmugU6LMpcc2TtjEKnNFRhzZKN/di/d2t3O3keZTYmJDCmFOiR9l0yNj2BqbZxlgiYjAloxoHvXSZHewubmrunNy+oR4Nu71mUgyIeblx69fn+ZNGUoiiCYhSuqNzZ+XRSbPhAnF3LfUS66Md7dvzKezLE0TY2KAckciFFmOEhWO455EOEgxj5AZmFwj2EhJ1SnTWe7IRjtXru7sXVVVcSRqVKEKcQpkSiAyu1dvXLlyPc3lLM1PUnWEXgQA4qCqQvD2yUwQwLFZ29nevHLtfaVMNBr0EEdHs/nMITOkABEMwzBAsGAn5JxYm8RDWud4bfOqMf1MEgfLFq6wwGUtJo8L6qf6t6jbNpPcOur4WlQjvz501FWHDt97+PXZrPp5Mp08fvzkq7v3fv/Pn33x8DRZv/XGrXdvv//Bnfd3xzGSFIQUmFukPaSZm52dnnz16MmTQzFD3tnZrXgmbmxTcsjZ6en+w8eP7z48mNLeeGNrMEz6Ma/byObkcs1n2eRsNp3NnaoKpVOXTlyWGPRyIAX5o+g5aQ4Ylxo3MTqNXR6r5WQ8HqyNbBKDweQjU7H3kgoFNEc+nZ1MHx/M7j+ZH0zMYLy1vreztz28sjXYXDO2rIzKSLCqKQBMJMHFJasE1be+dOt06NChw+uKNv2/jPXXQNL3G+8qEHqlc8Io6C0BZgIICEZ7A0JOhhWYic4VMThVy1AoZ4hyhuMiEctghTpvKWRFHBFTZDNhFdgIRMi0EOKFCDBgZhOTWnVRMjTsiRcUmjoINvgOmAHkt8yRBcycQZZtHOcOZynIiI0YTCLi/QlBiIhBRgAhCMFZE/USspEtLdiAQqSu5ZHnlyD8sc0yravAWKRgE+CNdKiQ11F6uXnJhUwBKUgZshACAKswmdEZQzmOQIA4Lm4TAEyxJ3pUlclCwATQEfQg6edgBnEUu80tYcMqhkFMVtPMPwOAlCAGCsDBnYAxWCPNVNUxs6pCXBGSqxB2qyp+rrquqKiFQjeU2ipUdoLLW6TSNAG8Ps7XKDSWw4u0VjNXJvgqNJSP+8ZJGmkWJ8zao9xBlIi84lVVcaoZmZwIUEeYEhKAWBU0MUnOviMRSdky354kHGqu+QuimjMplzxVqeyG8jZdbKkXGxBhjwhU6RRQsINk0BSsMAQcMItAiVJQapEbdSJCiiiOYBguMywcgyhX50wEopm6LLIpcWRMDBj/QqKeAVSZACIDJVYCRFWIMopOIyjAG2sWNGBiCAhc286ee0z7ykAASKgZf5NEIL5nvoBH8Ko1RSljQp9dFOVpRkxOxKqwagZVa1lNzgAhiqGknCuAAUUiBaGZi1i2UWRZikNzIWQCB8CIqhOhVIjAxiAzRmMTWyiXI8Qzo1X7E5zAcWT6xlhDSlBSY5TZxEmkxIaIAYWop+0BgIhV1DlijaPYqMAJsUFk4VB5sr9sNdFqDTYi7w6lxdW+TrJMR1116PD9RiUXNLax1a+5c/vPnn55996fPr17/+FZv7fx3gd33r3zwfU3dtdiH33Ds/0TZ6YJ5Did7j979vjpwSSLNkZ5HAlxKhRXOzWGtxc408dfPLj/+bP9p189PszGW9fHa2uDOCaNAXDkcjo5mqpynCTp0WxyfDo7mp8dzdPBwPVgkJV+5TMlR0qW+z0dJK5vqD/T9OT0dJLlveHYWohGRIlFAmJQBk2RTWbTkwdPH37+8OmXj08PZmbryo33Prh9+629a7vDYQ8MlPYZxUaHStYL5XbgHPaqkL6+q9E3OnTo0OGbgWrNBwDLt9bhITAqnZPgqUIDxQCAc1BVw17YtkIsBIByiKo6Em9nwTBCRgrjNFiCyx2T4ZKVIZMoRLQ431Yt9VsExKSwikJ3h7ybXVOTG57m8Xks1MSoiFImlYWLOkMmMnAK0ZxVVUlUFcoEVhAYSioFk+MUQhRFkRJnMyEiywQvk1BQFX5Zej4lBO9ZjEsxqlzIai8/BK3tcajWx/HvpZcLW6WAloSUF8K877IpiMjMSR3IggjkfHYBBkzBF6iikOZ9LUyAM2Od184gsLUxoKLEZD0hCFJjTLl0S5F9zeAcrCELcqWlGFUmUdTodq3Mn6f0tIK3Kp72ufalrvvyqvuVwvjD4T264vPLgwqauCifkh8JxABJ7ixnTEoihpxlK4Xf6Go7RF7IZooIpKqKjADSzHd1Qm6YoXBavKZkYldX2tcOaqra1bUeKPxQ8/5X9uKV+RECkTiwEZASpgIHykDzsn1io8awRZQgFzgHZmKCOLConoFmgBA5UASOCRYgZiLqQx1EDFmv4+mHuDEGKtCpb0Ab28I/GQypgFa4xXglrOOKFLRUgSvfpVXox/MNHZbCN6iWqqRCyA1cbEGUi6QiDMlVhWAJDmq8FizUAAngBGCjgKiQIVXkOQz5wEwAYEyhEkswKpQJO1UWEkCIi7OQDASQ8RZ/JApS5AomIIoV6ggAqZIQOYFhjgBjwATJQfBm6QomVSYQMr/YMJESgcBe7Tes10v119VqvIWDsXCEFlPcBQEHvzvoqKsOHb7fKKenag4rtq+Su2w+nx8dHX3+xZ9/9/t/fvTwUZxsv337/dvXr19bH6xbyY6zLM/6kZ2SZPnE4VAke/rwyb17jx49PeoPt/tJFFsw5UBcHCDDEWaEM5w+/eLPn3755ZcHR2eTaT7cGlzb3rwyiodWCQAnbAaZGGN6vSTPs8nJ0dHpwdnZSZbtUQajgD9NB6AwRIxesjGarQ/Xk/7BRE+PZ/McGsU9ZgCGEAMWItAZ9DSXs6Oz/S+/evDFg6f3n51NNd67fvWD92+99/a1a9uDmJUbegAFb4WghoCG9WHHUXXo0KHD86KaZJew/yVqkdKHACcQkQDEEIVT8gfOQgxCCiIipkqLothxk8CAURIePinva90zOqwoqCqFOhAb+IWGgJLV8hE+QIUsVMz84tVOCodc/lRDVQHKRZwQKUU9y1Dx8gCRwJ+hE0CqkLqcTFD2JSzpopZ0sfqw/BxQyZ0EfsG1Wrn8/6okaLBUFZvzYutbsKUotZ0BLxQJkMOlBSuogOYVtQkwlEEGUjxLIKghWKiCGXCgnIgIhoThhNgaEMQV1VOdOhXBAACVQuKUHEogLpqt5ufCeq3JvaaGTqseqp57bv1U4eq1VCasb2+2bUVy1RlYxV69CFTLjrbyUE1RmPYq1NeXMjJSAZQIzhWOu8vmDBg9iUgMsSdAHeC4DEOo5QguSatvF9r8Ky+WXSa8r4EWZfNC47CVXvBG9nVDUGgG5KCcIKBUKSUlQsRKoBhCmKRgAxgooCLKgBA7IGVDZIyKI8oBB0CVoIZq3cmKEY4BA8prTlkAGID1QpOzV8JeNaD1LBHWC4WmglTN588BKriwHEgz/5kcoCDm4tBBS8Uyocr8VQlkUajoErGIEpEnqrzJuVY+ypQUBmTEjxYtykOuZkK1tC73Y8DbaQOGuKDkCvZUwYQIvumqyVrhQ/RSoQzMCiLNfS6JQZXKVbtOq4pbUeMr6owaQaiCZF4bQaejrjp0+H4jOGSq5lw4wKnmJ8cHD+7f//Lu3U8+/Ww2dR/c+XG/N5qfnh08vDc/eZpneZrmSTIgguqhykGepw8ePLn/YP/wJOuvJTZKIhtZNt65BUMVKXCaz5+cHTx6+Hj/y3tP7z84zLPe9nh0Y2N8fdwbR95Uz1AyjJKRKOdZarnnsuz4+Gz/8ORstrYBVhgDNTCEBOoFEer1ks3ttfFWf7AfzVIhZMeHB6dHe701wJhiAcjnWXY6n58dHB0+ePjk4aMjR9Hejevvvnv7xht7G2u99XEvIr/3Yi0iCVI4yy9u+85fITp06NChwyLO2T1XqHirUOnFi1ZSqnEQoFScCCuMEjklJqqoGhLl1s67vLsIeY+CzyouE0ox3ysoFLIKSjlnqdxKZZHYi1zFG1RJFeR5K2+BruSJIkKgYlAkS5UW0KuDVmX1VVLUBRP7yFSeH/L5KqQ9Kmv5xXmraj+hC01dMkpeliYDDTi1YrNAdTpecc87GxIDisoQYpYQAQbOANWLUCblvzqAQFpqr3Gl99dwm64lv1dnQ8rr5xRzIUzw8spoaK016rQ9AOp+8/XsJwiFAkvw4mbwyiJOmWdSISQuGHQENEyNvHI6K3n7TzhHcOr1TspeBmWtA4rKS3SqVwVFIz+Lk1CLOW/yTC/B2lQDK0iv7JZK9eD3ppsEgKERK5PG0Ahiys5cPc9ErFAVx559V0Pkd9G+aAZqvL11swx+lAHIAm0a/16psvW19cNmrdRTRKH8WUGIlNpet54n6TZJWRhCc22ZWOjMFp7di85Z2oVDPVXks1hxT6j7BVPpfzdQ3Cy7flkKn1pFRFUMrqKadzyqojaKTMUcEpSFwAZUhJYInemHnbTub812vHDlVWnZib501/9m0VFXHTr8YFDMud5uOjs7O/zq4f3PPvv0sz99+ujxExV7//5X8+l0NEz6/SSKOM+dCDjqg1jdseUJgMePjz6/uy802nVRHA37yTgxiVUQlCgjneTu6Wz+cP/44NFB+tXT/Ol+TrB768M3NodXR/E4Lqgr2L7tj/uDcS85cdns+HD/4aOHT57tHp9tXcOQkCgIGjFBZA6koBRDs/nGaO/xaPvAzvZPzo4efHX3j7trstHbyW3ObEh1Ps+OjyfP9p/98ZMvf/ubzx4/Otm+cvOdO+998N47b93YXRv3E8sAtIoB1drFrDiu/CbW9w4dOnR4DdHa8K46BF4q0VLz8+Lemctzda3EOe/VRcHeKXSxUV8yn/sUuaFohFpEKYU3r4lUOfUuZI/CcioQRqvQ7QQiUvGmOSRQlZqVovL/UCgOc0RoiQ1LbrgQ4T1a+uAOHYcZKr20V0kW9VvJO/yiy1pDwmpJjk2ZjqEREC2rhvLBQgnIVTwIkABR+Xjh574UtrQppWnwLwOl90ltyrO1nNegshry39K+efkoeYFRYeOZJQlo2ZO+DlRFCgdF83VEXuWqutN3DgWKeq7k/9p8lknZW6iBVFWk6FAEZR8h89WEGfCpNsryHI9pWSKU9r7tJJZ0w8bsUdRVzRY8H2jh35K/ooJIIoVG8I6OFAoDOFKGWogtOVAuPKD5MI9FIxioEiypLceXoG7acp7yU1tl7VwMRs+alypArblycXf7gs24mAotdMgWk0PNThO0R1Ws1Zkpkq7cuZXzvCiYy+e88mWpQlU5p12yZpUzpSLgoqVWyw3LR6XR9TkzeYtyql5URAVovtxnQAmlZimEltCu4dhYOnstq7DilvBsJqBRX0t01FWHDt9vtPYTAuSK7Gxy+uDBvc8//9Mf/viH3/7md2mmgP3kk395OB71+735fEZMaZq63CW9ATG77Cy2DmSPjmbzzG7txERxEo821nYiBjkfUziHm7r5/unpV4+eHtx7NH38zE1ndrw93tsabo/jzUGSWL/xNGRjEyVxfzAcDVknTw+fPnr01dP9a2eT67kMLUd+DVEFNIEaGGBoRtcHN092b58cn07389OHJ8/uPn1oEzp+4+p2NBjmaXZ4eHb37pPPPvviD3/4/Mmj2fbWtQ/uvPfhx+/9+M6dYc9yed7sJDghKfFaT+UdOnTo8G1h6QaeaokquHiuXNTa6tcsT3DUQFSEMaMqxD1aR9bNFIPD6vA1tRhQqllpmImSzCIEGkJBab1ST/HRUJlV9dKYVyXyhjxVrupkqFHGMF8v6LOb/ItF4ap3MREbDu8oX6zLG+xSCEuzWN/kjZJKboiBCGoBwNvxtCqxeERAGZAXn73lYGFeVNoD+kfatcPtxOompEbXabBX2qalarn0eerlIo5FS3WM5lMhr/TKtxyhSItmvYRvlEpYrsR2AKoS9HQKtExUSUhzUGHCW/Imniihwp/cC/rKCcmjsou+QHM0mBJSokU6TevuEb46/At/f77WOe9uUqiUrKsppyyC5oUDOC3ZqAa3VEw9RAowCtKqqigTcCxhsCFPUTjyp7Qhq9XI0rm8y/nlXPncYsU2ftVK17FZ0+WUqH5jrgSpOtO5jbCscUGoBx4VSlVAwEa2GLXGFW1PkFLe0ZjvFmbQpVXSrnIUvJhiCSvuf3WFx3cEeSxWi8WlrVq2tIqnUOeuUTcAMZErvSHyax5gqqOuOnT44cApctVsMj199vTxn/78x9/+7h9/97t//dOfP4+iYZIMJpOZjSITRZPJBECe587lcRwbYyBpZBgwaUY2Gm9svmE46g9GoxFFtqT0NQdyS/N0dvj4ybMv7x08ejwRTTY31vb2huPN2PQZBgI1YDZxf7DWH476vb4lmp+d7D99eHZ0kE0nmkJjZaLCcwggZInY9cz4+sZNcZM8ZUzSXPLTR19+NnnyIHl87cr2+vrsbDI5mz5+cnD37hHzxp07N69ev/Hm29dv37y+vW4bIgStjLfYoUOHDh0uDx9ZXsqNc8hJLGWvVqaz7LaWKYQndwpTQW0/uzSFFh+2SpOmkmHKeE+1oK84rwAEqDSSLQ7kg2SXvFSb918EbVZjMzsqIKeZw1xpDs9MEETVOUFUF66iIgpi4kVEVw2MAZfXd0Pryteid5reJlYqhL9WwnlwsdAraHFFF1Zbg7JqPhve4y8vakKdqxu1pOhLOu+S33VVpdG5Xy/EiseLJpeaxWi8nJYKxQ3pv7ghLxmrnEqncCXHpVAuFIteBBoo31Ct6VUL8JeaP5pDg5o8cOHNtEyyoEcIvkRccnkvROVcChKocVHhkUpLW2gN8h5OOlUNqOe2uCpXQGA1mprqepTKbrQc9goErtlDWuW5yn3BzVQ0aKXg5csIC7WARajPJsKqAhKvbUQ1i/q8mVqaD6B2RxXW2uJ957yrMh5EMPdVqFQW6w63Yqqn4Fml9hurh4owINXBTPE81ZkJ3qvN57VSGQxTLL6rKGlpC9nm3b6ZKJOvDh111aHD9xvheln45syz+dnk+NGje3/84+/v3b+bZbMsV1VyTtIsY2vy3EcCUiI4ycXl4lKOIxtZVSFG0ov7/WQ07Mdx5VEiByucMsFlWTbLJiezPJO1tbW1jUFvxHZs8z4ZW006Zn19c7S2YaPHiY2sCmfzBHkMRy5nKBMXnjkYqnBgxL3YjK+9YSMbxUYePHhyfHb0pz/enWfuNzbuJ9YQ1sbbSTze2LqyvX11fXN7bX39yvWt8bgvpfvKVdvGDh06dOjwYqjn1aamQ+jHqv1IFYdM6xSWJhJyCA06KZDCqlNkCnf6IWjpxyV30YrblmjlBq7WSwmUNMj8UppMm2/R4IpPJ5S5q3sQpKlB8QmFNzBQBk6VZyhFLCc6n6e9WKyhMtggB1IKUTP9Zo6W1k3BMlBN5mnzhubjJFBX8iC12LXwiAQ6WS2qs/q8aN7YJP+WtzpK7qx1KyrNoxptZ8gXUVft1/vr6r34h9JgMBxWBXNcNUqeC62qCy4qN119hfc02lGLTtvsA4U7bSU49i6mi5sV3sKJbKkT9ALslRau/Wlpj1rFOTZuqnIuADF5I7vSHzlVjBC1n3Ao4ggsvuIy+8QXbrVy+CoaukDtN4dNEJJWywdCKyHSxq/fCMKxH86jDDVA7FUyK+UriLOqRatRudd/tbZsz0lItqZlDU4gqok3XHp8OZhgyggh5QhqzElL6KyFKb6urxUTT5XyYn+lsitVSmPhLB+uqkQQwBBRKzrVa4WOuurQ4XuPahr0izSxYSJaX9945513h8PNPLeKmBABlDun0CL8BGnhZ0RF88waZo7SXKJkfP2N61s74/4oKrbmVRATsi4zBv1+PLqyd4Xs3nD72lt33rx6Y4v6pBEUKPzpso37g43t3TffmH942F8bHm1t7rx1bXtjaC2lDC28XVC5OSImio0djtficTKK1I57o0dPDpjsk4Pj47PJdOL6cdRLxnt7G1euvrmxubO1vbO5tTkYtg8vXtvpukOHDh2+i1AEWldNEapBBpXnz9r8NRQPqgR14XG0tvWl9Zt/oLIBX7XvXyVFhFjczV92vSgzJoFW0qpXLEqfrVo6L5NVSRSsUPWufzVHnlLmKPd3MYGUIcxkAYVaeJfnVdUuL1iDQlyW94KjW8ghLX/WB0VpEz3nFy9s+RZpuXoBX5nqwg+KoIlo4U5t3nlJ1J06pC6rZMoikeclVXWhO64m5i6ZAa1SXBwxDXuxoPmq0JrnQUvv0gqSkkNsshTkHazV8RGeN/Pw3uzCrDWzQCszWc8ewZViKirCHxIpEbQorVKzu2rw9QXQaDhderW+1pqHigyWXM05GQhVrtBNW/5gAAAgAElEQVSo+4DzK3/2YS0WW5ZKz36X5twurpLWeG/8V0+LxFDNVbVQ0vVTN4mKI3HljQQiVWom8ZJYtSJUP4cqR2HPqFxNedKq0leqh3PgZ7Egd1GMgMb4r1qsWhlD02eqyl5n4BxSqdVNtVHXi78Hg0Ic2FS829K573VBR1116PCDAjNFo+HaeLzx4Yc/vfPBzw4OTrOMbTTM89y5TFR9jKTy/mIeZEKapqLENnJKvcFo78q10binCjIKzUAKWFBi7fra6Mb16xvZx3mG0dru1Y2rm1s3NvtJzKXqE0AwEdiub21/+OHa5u6HZxON4/jK1fWdnRFzapgNnGMjAmJQSYwRTGIiJHxtz456u+/czvdPTh4fHs7yzLLGhgf90cbG7nC0FveGw9Go3webxhyteP2UYzt06NDhO47waLdlPecZloqQQLnXb83MLaGVgg8UPF6nHTgx8SHpLnB/XhJnz4UlB+ZVbgMPI5UjqUZuF/ITiijVPbTw6wUIPH9Vm/gcmhOngYsYhjEUkXpeMYImBAN1i+JNkz9cGpStvK8kCxfqsmr2wA6Rwq/nlqwUZmtfVAvSXDOresnaqkW7RplM0LnCZJ8HvhoabayFnCuBy5pGuoUUSwQlrXoswSs2tfNwKZauCne5bCw1MqeCoNh1PTKHHIcCoWpYNUwVCCKktQplqKEW16rbcxBmZ2mDlnVSupYPFU8qTkAR9BwNosvV46uwYRMAbMFceI2gMhltJXlJ1E+VbV9leykzsEjLFH7Y2ce/a42dup9zMb9UP1M1BqvWKctfJ87V8FNCFZH1OdRtVrRhxZFVdaUqBB8XwueiNPg1DFVB6pgyyoSMlGwqKHLGOBJvFQElUmUvgFzA5S3L1op7wzpbvIdWfCWf8TIFRcPFuxJE6sptLC7B+KkK0SoNBT8GrairDy1U1McgpKreW5NvmU0FtTW6/C1M7ACQXy6rfv9aoqOuOnT4AUGViCzTYHPzysb61UF/PJ9LlrMxiZMMlHNDU5eYSNQBymzSLBXFYDCcZWmaZ0lvwETMGeCAHEogBg8wuLHBo1uYj9ZyioYbe1cQG+5xAs7qqZsBi3iwuR3Fg97ulTh3xkamN6T+CNamDAdkRAwmIhAJKwhWoSqGKElGw2RowHxD3FwyYWFSSyBiZgtiEPvjpSqY1PmL9fkqyq/vFN+hQ4cOXzcWttHFh/CvuNg6I26dYy87Va5fsEo40SUvWppL0vNueA6BNRRNyohRlQZLJfD4N77kuy58qhD21ABWKfEXiUAqJLlhBaSQ5r3840kXaqUaimnn5G45YeSl1UKng5qMUc1GrSpVszbbtFQlsLVyWJEdKxOv6LQFHzTLShEwPpfCMnYIVaxBqWtS66yzQgQqqoZMJe0GAQrbuVz8HJIbzYZcRRiFrsR8fhr3qCjzCrkaQKGqAwKEOHx78FL1DqaDEXz5E8JlFF+Qu+Jf0qqBtP0blHQZd922sitJLisC5YA4bPT5qi0uLEHrba3rFJhPLqqMVTxK8ZNS2EvDiVBLb1yNZgn20g0aotQQKosQkHjVg5ePnLkKFVlT8n6VT3wHqBZxFUAQUlJ1juaO4TBXisFGfYFMkrNxJAXlR6KAlJFSL5nHBjN1bm4JK+JGNi/6O+sYhVVVUt2wirZprBLERz1YfMWCb6n2CFxAa4yLamuhRLPgQXV59mqZ+rCKkhHAKViVmzLPi61H3xY66qpDhx8QuIj1zYPeOpEFTL+PXnFKEAPxOc/2ej0ADPRsP0XMMAAIrvRA6cMJGWANyWhjT3rjDCZKBgNHyFUARGXIa4BBFtGQYxrHSdSLRCnpwURQOMCRd28FBzCUuPAuyaoRecOH0q8Cw/QR+lyvpneHYq+uooY50M99TkP65Vv1Dh06dOiwEoVY6Kfy1p6++qoodvy4SNitxY8VP2tJhNWeiMsP5z0YZOny2/e2YBDQcKHHpCVSTBDvDt6sL1BxoYonWJpDWhBpCLnCKkjZqonVshZrrBCIHfEclAMpiIAIary3ysC+E225ms6viRaRVF8tlHq04AtKPTslyFI1ACDw/VT/vvTOyjRUNRT7GmJrxU7U9ePJjFKuq5VNlEhBpGjUaM18FOmcq5xSkguVjoM3jax/hUKVCkUnJThFaeIJXWJ0SVT6DS08NrQJPD9sQv3F6sVU8gWrOBcNOMRGAeobKFRIXyZ/gzxFVN5ePVjXQ02MehWaCwZdkSYKD3GL2W62NLUHseeymvHUfE6kJJMJC+2oQoXhWuFmr2LHgnCcy9u+WRot/1OHoBl8HspgElX/1oWkikFcJ72yv1FzUgi5KiodLC3hNHxPK4lR7xS+PVJeENVQKnosiAARMmXl+cNjIZAjUmaXyQyakaqAwQwANs7LcjsSIgFISZ0IMZ+7T69ps6pmz7nfk4it9WXp17CHScv53VKKVculp1p9Ls0LUtAzqT7EWfJ4EQhFJchjwBEHV7VkJmtisVyHUQXLIEiTTVuMxfkdR0dddejwQ0A4KRFgiGy9pAIIIqyscrNZTpAEHyYEEjg48DCFRSABEXqcKSmRWjATC5RABkCxwYpAMQBENmESBRfq2wREnpcqF1vvcrN8V6Xm3d7D1FN5sH/1W+NCnLloI7Wk1jrSqkOHDh3ORyAQExMTsRdj/UaZCS6gR0JzEA3sW7yX3sL6b5n0vWo2rkRaXTDrWJLD1UW45N7dL0XV8lAtE1pK7ee/VKR2Ud9acCnI/zk5rF7nGMJQB3VIhEcU2/J4KAcQg+xZlp9GRsAO6pf+ypYHZUQvXfGepUXHitMchYoI2HBV7wQona8SR4HCUfD+xpXgKaroO2p2iCVZqgX0JnmgQBWgskEMAVKGE1tawmXQUnj3z3hHZ4a8DroBlb5lFDDMbIiNshELMCkV2ilKVHytMhLWTpjDhZr0uyQqKaT6xnadEop2J4LWQjkR15QVIdCXqV5XXNBi7xW0D/msFk3svaOTZ61qVcilFam1BF54a1rGFbXJgorkqkul8JSkAhCfeVKm3KgokVVigjFE0BQQgWGwQS+xhZ5W47WhB7QL54PqVwkC6vmNpivVG6lxD0J+hdtvaUcJCN7gGW5dVN0qeyszJAjqVz5fMl5BTkpa46V2trXCGhetrFp3mKJTo9BEYoFk0HnEcQ4XG2YuJQVYa+KEIwaEIUyqBGahyqbtYlxAXZXzxGLdraKuqnlFL33I3aCuLvmMz105lZcttPzpInGqc7f8ZkXp46wQpfyHwg+MdxfHUAJzW857jXgrdNRVhw4/DITbHarIpipMc7Wlw5K4Owj3KqpKBK7326bee1NzNjRR5dyQwWWEm2riNdXehYyaYJX26ln11EyEwhY+XPvLLaNfJkN99yKR8lMlJJ13KrMcHW/VoUOHDpeBiABAlqtTdaqiTuBKdRktZQMORbrmDCulgsxSF1ForlMNKAhwGth0AIrA29AiH7IMF2zfS7mk0KZAg7Wos7cslZbORHk+X6y2jR+XC/FF+mHsKgWcwilYoLmzuYsyF5UiWk7IFFN3aPK5AoacZ1XCsi6Tldu6Oe18F6hiySmKXQEZZmNZBYU+U5UogYowYnXZyoZuxf6rhL9FPstvH1RRMS1hJglYKezWjBVVW57FeIUgeJmc6uwtTa66uepppeYYqYKcKqvmgBPJXZ4W9UWAirq5cgolEYDEIIKqQgBI4Uq89c5q51ZVnAYGgFR2Rmo1Wfm9vkjVxkkb7VvVq3g3Q1DVatws6QkU/lBSV1V30rJm9ELf74RKG8h/X9CMXHw7oSQIyjtIUYYThCqpAKRwOrOASiaSkiSQXEQJYONLn4owy5REgLjsby0mdHEI1PkpZwIFFCLBprQamlLsh7lRYcF80fRJhYWi+yqpnqpqts6Ggrlsv4rvp2BgKkCVj7DwTUH7hk1waQTBQqnZneDK3BdUmxIB4lgdq1oF1EEFKoCBwDiyDsYHGdWiMzklWn2IvhSrpvfKQrwxWZRV5U9KKsavPp0vav28BcG/sWrPcPK5pCuxajJv04vL7tV65iwI1mryrFW36jEFDVnvUt+0WIsVsrBKvV7CTkdddejwQ4DCW/ZBCpWparI9h+qvQefeU5NDxXetroXrKIJtGVfBkG09/6O8uWVEHpJiUm4LyoWZEGxDQzkizJs2v3bo0KFDh1cGAixxpg5sWJnVMIxfb3KCEozCaClqc1tMqyRFDewHw8SrO5eCvZ8RgmhDLAtf0fIcv7wUF4ochVDWzokEIlAoDlEgHVXqVHVcKmr4aNdAtlVd8hZdKFRVV6xqVK3Wa6cwHCPV1DGEoJpCz4iMipYszWI1eOpqlZv2crtQakB7ComIRITZUNwHM/n0tX6mXKcpuNDmpWoqoH5bU/VOCp0otO8rrtTWdgt6awQSLXcOBRwT+zurtCpHyJVN3Kp+WH/V6v/K3icnItacOGejxhogE0AFDFg+MzzzcpehPiMRiDcqJPUWg23qasFPjgZ/VFKd1NIQKcu5uBfCQj8qr0ph9qYqJTmrZcXWSXiD1moTtkh0lt8v3mtRU/uH2oeLy/th+D5f8KI6irGkgBhKSWAxtZgzEmZnDSIA3h0XTwGnckyiQL/qo1is/vZrtcpqfVFLAogYUGjAZBkuLoKKkSnVgKfg3+Alre/VEKi6ak1gARAQggygHnCtRM+b2p6fujoHgXFGQZgUPTuGJj01RoUkgzqAIJQIRcoRICAhW9ieAkzn6Z+2wN4aV9sNWMkDizZ81cxMCwOs1LwE6ggIywoayiWBIy1qckmq7W5dp1CF9QhyuwLkDbGrVTJoM6pIX2rWQGAfDQJEYagkOVHYZ76m6KirDh1+IFAgL30xhFZ+rwy05BPKpbSc40u/Bt6RlZ9ao8sunOHhQviay51xLCG2OnTo0KHDi4OIVBSisbVZltmkN4j9H1yMud8oMyKHRIr4ZC3pojKU8bt8QYOBQksYWJGNUnxdvhgs6jcsEkMvZUUTPKgCLd3mFB8I0ELdDH75YjgvoQWZaBW5TjCk9lrCvUEu6BsM2A6yJEkSw6VKtUCBtfUbo/7UUA610GSJdd4SIiNkRpYWlQCGmoYA5T8r1wJcWaqClGocbS1rpca18tCrkvwMqshYRE2dqYLzk1rObzupISYCl6ycKsTV71MFk6rXTqEwf+EOo7XnCKmAooBS6bUxK1nD/X4/6fWBmb8nidCLHUcCg5gBOJAYFZCDAmRWkUrtagoNA4sKobItvKUilS6X2taojXRqIgZEBFH/UBnnjgv9LKLCZzXVKntEbGoCZ1mefaWsEP0D3buaXijVwQJi6sLaoKoe/AMqpIAzLodzLOjDWFbDSBLoCVRhY0SxmIGBWChBe9B+UTO0ysVVSHrWdVaXEwA4sKcsCr8kpaoKFymWVV+rq1TVjzT7n293UxiDUfNkoKgfDXpOCy+9Ja5KGrLv/pO64kruIAO24ziKYm9TgZxERxz1TTwEkhgzAQGGC+vyS+oueXpIq2iAwVO65FMz4wCoPvMo/OJdTt2r6rgtdcHKWeGF1FuYqVUrF8q3LB5mUPA6anKbPlehvh15202CsD9DIg092xE9rwvgbxcdddWhww8B4dR6/sb0a3p746MGf+0bzn36wqvPlUSHDh06dHgZqCoxEVGWpQAwOeun01E+TWapiFXJDQGgKHdJrtBiw1yKOA3xzrsPXyQOytWrMLFZqiRQUVeL12p5r2BuWuJxlWT5p21qq9rkaxXxfYmf9uoeFVFmAlB98LdQSRMovGxRFER0gY5ZWtUocl+d0gurgbPCyI3MnE7nJpsUN8/gJiY7vT6Zz1lyIguNoODKBXjhVbogcaRdxlXw6gUM5SDPqoVzo/NFoCrjS9L3Va/hN/+pTJBLBZZWXdWts+gtyF8noHAUI569UhUftqvKjZKvgVp1Z3nuKwGy2dMIAjhVR8iAKM/7Z5NIUjM/mQCwgCj2T8z+6dVeX61FnolBYrgnKgqnCidlXDZFSGO2CdbSdEjLyvGaRwKSIlqO9wZVaGM1arf+808LEasKVNlrW9UchK9kqKp3i0PKdc8hIvbSMatqVe2iUkYqqMfC0hYpBf5KYC/iA3qr0prYKpqi2aNCbsK7B/M6PiCoN7vMWCgyc442U6xN3eBsYqeniAEDzGfI0mv5MTiLKM8dJRkSVSbithpee8/cLkFodipKIAtUvYir4lcduMwniGqPXapatVNxf/WORkAC3+5+ziz7gKonHUjJEBti1mIAahnuEVABibfro6Kp6kpf2jzPCSppJvJZKogy9QONiVg0cgoa5flg/2Ayn88Kz/Kz+/nBPT54pod7kqbWCXmXcG0H6efBvzHouupdnrWWiXBCL+lvFG7SCLYK4cB1nzufzakaq918za/noOCeKo+D7cULFTVLRYDB2ji3Wj7qYioBXAweLQ5KqjQd4KCgHlNM4qLJyVBhy2p+vXgrdNRVhw4/DBBgKvfn33ZmitxguV+t85+jVRvf1fd7tKShDh06dOjwsvDCM5i9skb+8MHdX//d3w8wurLmLBwEolYpcmpyIXgvP176ElHHgZlQ6YVWK8m4TSwtEhsBFlaFaqUoyCZqSobNe0Ihv7FEVo6rq/hOom71GlSIlMvrKozLFkhSi/EPq4w2BCGqo1cVUqzVXHIjvVgGcoL7//ppevBVH1Bg9gz/9P+4nvuCkcEpKFKKteSWKhYG0DbRQKJhjKqFQpT1U6akrhbOAVI9PzbYOWhSV21ou/mW9oKWGFbTNFor9ShxQDUGjSEKsKn7Xiv5ZqCAgn4lFXVKIhAYchDmhNRks+w3v/7q9OkcQAwcHeO//GP/i8ezOFFjCArDRN4nHAQgEfGWelW5VlRiM+cEVDaDQTa16W6saLVF+sXfH3BP/gfPpYqqUmVYSiEFo6oAE3HY1VXUP+JJi0LF8tzOUAVWo7posrxdl9eFigoBRsECq6qAUKrRIRLh5GEO3t/fffTEZnPEgFH8+VP8p//p0fUdjfOjCPMpy8SQKLOyIVvRflUrqIqnSoOSVmyar1Ui+CCa5UBWsI9IBCCwzG1UYJVWqLIkRRcXEWr277LjVs7vgzosxqEPjRFSIb7ziy54/VsgSgoWrJGfS7ZA+U9B5pW0MhMRkSEyzBBNNI85Pkgf/e6u++TPX5Yvufen3/7n+D/hs7+/aq0yC6kw8YXE1VLSrcq5BBRS1U5VwalskTCFikwkIlH13M/FhS/fyLXSYp3kJSuSFrtH0MTVwkcAinWnnXBZusLvm3gaF1zObCSEnOAI0CRCbyC0wfToX37HZ9OqIGy+fcHw8uioqw4dfgig0v25XXKK9S3lhr7RrHSkVYcOHTq8YpQ+hmQ87M9PTzg7ffjrv/3fP/8nHZOQg7pEORE2Wp4CEwlUSRWi5Px5crkWaEXaBNwKEOzgw69LMoOQEZJghWmchweotvfBhQsWCwJ0Oa9zflj0SsIISlq8u3Zj0s5d+/ilCjtC5Ahk1KlTjAnrJ4eSnaXJ9N46oMDxU/zn/wP//PtH6pDOEMcACpuRlbkM2uAy9IE226UwUaPCA8/XBEXDxUx9/bkk7gX+svWhcsN/mZKI98VAQARh2Bi9+DibfvHoq7N0jh7ggE8fxJO8Z22e5VNruK5rryBR6eOU3b/u7WHzF0Oo+KJ1rM5Gx9e6BPVguLAk0nJ/XrrC0aLHL9bvctdQvpeupj4XUmnQxzWpsmJIVE8VQQxFxUAjQeQ0UhgYZTfvycRijjPRT2anD2dH/VTtHHk+w29/iz9/9mCzj80eIsKJxbFRUWGBRcpaqLYUZq6B6yrV2pC5MmMlBKaElfskXGoINMY1CieAIZG6jLpaeQa7OLmFNPciWhdbNn/PC19RXHVNhmEYLlxWGQYciJGb+08n+OIRAGAIY/Hok7/fv/vlYDBk4wjOkBBTGehzSVaoLNqiAWf7a+ABCuVTGlxZ4KULIjjokBfXRdhSFQUcUHmXRck5EkoNRISkVf1ZgSXMnZ96FeTI05TVEgoBOaI5I2dYTXou7uU0UMwP9ieHz7hU5TLmdaKDXqe8dujQ4SXQ3gN/u3i+eX0Jvn0CrkOHDh06MIFJIekQiKA4Pjw4evRtZWbpOvcyy823uMxQoAAWyrQoQ66UOALuAQAPNng+BCjC8Rx3H+BfHixJs0rw68N3aKvxNWMFwzIH5vDBkuPRJJ0+zLKH99XAOkRBzBwsC8RHlSz8nHl5hZW92Ovbyj6XfvDCmxeJmstDS/+tsJAEHCFSYAJk9T0ngAPy4suBxQEBmQGsb6QO3zwYYIiDzCR7eH/ybWfnu4lQZQzLqMzFzxfiGADAwBpggRgQiqJeT16QtPx20FFXHTr8APHdIH1WnR9dCt+NInTo0KHDDxiFa2eI5BkABjt99TFAniM/y/bxr9Gm/CXAIDcFIsY0wymXF7EBJMCB9xe+rCqo+eFCEqGlkuBvlnBF18b17zPKktoydvM0rOMMvUz6gAUmQO7YQaZAfm61hFpHz7vPKXWkfiBdPkAO5IUC3GKl+cjaOdAHhoAF2ME5TIBJRX4tAy98bY2OimHkkmoOh8NzNd8lm+ySaZ7vse6cPFxS29KDlxEsHNxWsZMZMAOo6PkE60MvMOYM/Z5PEi+Iy6p+XYCQIIYfCBJcjePIRta5c0bBdw4dddWhQ4dvCS9OWi1R9Q02bbTsng4dOnTo8HVBVGcA0I9G1wb9wSw2wsyqCRALYIywAbESgVhQOyrmIKRTMWtr82v5f3Dm7E0O29t6P+9z23CPmixLU/LUcyzonh+NDJ2bbm3Hsvze0FdLJcN400pVVYJTBbMAjpxSqu5UJ8/c8YPTSTYFMN7A7tsYX7VrO5Zt7+zplp5FJM55sYWW+DAqrRGrK1r6iFpYcSnwnsMKUng/R1RUaUN16LmFr1WGUQ1xfFWkwud+WU0/LO4bQoOj9g/w7pOJEZNGUBYVomOYY4csc3pwmE4fHOHMwfawFa9d1yShLIdzjkpzKp9WVdzKFxmt3skss917KdTNTedLy6U9VFM/o+XN6jJ7r2Ut9yKDUAFVISiLsDirGNAgQU+MzjWdZHlOVpHsP53i4SncEP0NrG1ubO+NxmtOdT6fRiyWckMpc24AJlYYgZHCgXdhsFVGBqhNuERrakal+lzY44pqweBqbfxWjLdFy76mkybVJTNbXd7L1pOW9OjyB15yzisbvagTD1FlYmqG6CNjRRWEuBdz6k4ePT56fC87e5qfHObQ/vruxvWrSbypkuQ5Aax1zpdnuzEltroiQFq4sqKF6yEucun13KzRgk+355BBVNW7BiusBAv2X4ugJdUqGLR9y2aQAKgPkNl+r5+r56wpqyGKRHpuMsBUzx6fHT5wks/nk8nZmXOO+LVxd9VRVx06dPh+oHX406FDhw4dvgkoeJbDAdP+tf7Nv7z23k/6e1cdEUOtyyJ1MJGaGMRgU7IOfoNOADNR5WVFQQ0uIZDVq9MJBNSVtiRDgECkTVfrgFIlNIab+4vj+r1UrazExS9ddMjiiSRfWiVVVSErBNZZpGd89vDpZ//48J//djL5EwBsvfnhf/8/vPtX/7X0x2xo000289NInWhRE4WY7FNWXSXLrRCh6zr0TvpFPckVOKt+Tuoq4CUB1C6dWrkI0nplukW+RrCCusISF2n1r0zMGrHEhmLLJLqfy1MnaZ663/z6D3/7v/0dzu7DZL03sx//+/7b71y1xlrLqmIZBKcCVaLC1Xf9qoC8JVDY88/JzstDsbJOacmnhYcvuQmriAFacvm54BPwwUMlYhpyMjA9a/uzDKdnAoymE/O//i9/f+/JIaIdbKz9/+y995McWXIm+Lm/iEhVGgUUgIJsoLvRcmbI4ZDDIVfa8oxnd2a3/+qZndkJkrt7u8eZY8/0tAIaWlQVSqus1BHx3O+HFypFKTRazG181l3IjIx478VTmf7F5+7XPr37r//uP8xfudoe2DBCA9QQYURkhNhlW/QsDJgkidjuApNlAcjZ5XCUJL0BpUHrKU/gV7wfHePRT7zRZJSPyf13nhl/4rmTRkjlHNonl0gjJalBnLWYskcRroOM58ci1uO5+ZlaL9r88ps//sM/3P/tb0O0gVrQ+OTGz/9m8eq7ahqRkIKZSI9XYU2KVzh0WxPjIWareJTuORbn3ltkdP88B3WVXFDMO4lkh9ZhlipbMsX2uccvrKAkacAEsjtmCWGVDavUtTUl+4cvP3/02T/Eh5sAer1uHMdvazv9AVBSVyVKlPhTx7m/JEqUKFGixFuBKKxSqD4QCl+IL34y+/HfzV6/5VUClsiP+4GNLHmWKsoGAIYey5PLRuWMPB2zzBVIMhIOKw6SI2ONIYDANGwwFh5cJzWml35/1NXJxs9J31lFwVGROlFSWzDqVNWyJ4qqhNO2Uz1aX+kF3ZWN7u4qEGF64YO/+Ktf/A9/F9UhHqZjzEQwwwyRlZy6mtzKMXvvmLPgBkmOMbnfDJqa8SNN+J4MrNzQHTOPJ2qfCFAVwwYCEkzXUa2gG6LTayIeRM1WqxV8+c/3u4gQN021P/+efecvg5nGfCXwJY4YMSNWC1JjyKiom40jluqY0OZk4/3NMUId4o0Xxhnalw7r24ICYhiGFHHfQ2T8ipV63K/7sri3Fn/1x8ZaPUAzhMQz1y7d/fWfX33v/U7sWetPCWZUCCKkESQmCBubSK4SYt3VUSS+C/QIaGhTKmw16dlvdj9vc5KfzJa5GoczRZ6n6AnU3NB7RqToe6g0cLEn84Guf/vHh6SA7/Ptpdu/Wf70P04v3x4YL3KcPMZisI/Vlw0AF/Sh47RptnmOPACY2O5hFB+LnAljdBufXSAHN23yWZeMf/qFmLOZIwOjyY0oIUn0S0qEkSQJKrACiWEj8tjwNNq13lp30AmrnwGbAIzHzOca9x8ZJXVVokSJEiVKlChR4g2gAAi0JK0AACAASURBVISMcAXigWc7/sWmfzn2Z4yBoWpFpyuIrJqYuUjKjJRBBJFccVO0n5OE8DQhkOxxv7XHiYbj2/79YNR/5HxV05iJRQSR3JB2XSEKVYhUAvE8aVeri1ONeaAKREGV/SpTgDhA6IE8qA9P88Jzjc/xRAIBWsiVJmNCsMnXvDGGebLCNBglIt/6uOXqmoJ5XGQ8J5BZClFDDBWQQqvoGEQe+t5sYIXEi2I1gz5wBPSnpqCzRzq/rXULP6A4IkSEmIUhBkqc5KbL3CATAZSOmqwTjO6cdCMacdc6ASMKlLfVpWc02M+Yf/BcNStZK21LA0LAOu1VL/ghG0+ma4rAwHbRb4hHfR/hVDUUL7aoxAitUSAEBkDEsJSIuNJSAeR5OfObm0RrDGlhzu99le0Z3wN1dcqoqHyXdXtstaIgRgx0fHR9VG3c5+4g7lgJAZ8aC+HUjYPqO2FlJmTEgCqYhvac8TLhXJRH2n+M4q+4covfKd/H4+5R5udsQ+iWHrGT9rlteSg7pE7eB0ZJukTsqkN3V5ykVhEawECoLtpve1M9+O4j5sRB9nw3/OOhpK5KlChRokSJEiVKvAGcm5hL2MVQYy1i9XoWbMAxxALiW4Ut/jQ+/kdy5immwz/Bi5eOHzwZ49bLTxkT7xoF20xT6ooYZEECEQllcDQ4GERNoAegSr0AHZI+aVUFMRC6vOmSlpC6oWXVJGXS8GsGBOx4w9OsPSLQmwZdTtpDCWc0caQy9cFbB41ZtsmrwosRAotSY5I8ADgK4fmAj9DAZwZBop6xXaBfFfgE8qFBX0xfjJLE4FgRqzAEECUnPqQsxLWmLaHMah3R8YyQmyqaRSs7FTp8vwroJD3XJB7KrfefBJJ7VxYlAona2Fil0NMwiKOAvMBMe4ahIeII8CACsQqNCTEjBmJFLBBgwAgJEU1QDg7PgmMXgY4EITtPH1G64JPV9/1M8uNwlqX9hqCEjnHMmNUosmGsUagWkFD1gPyK1xADLrL1PMzRFOlsN13Tk3Xso+JbHPME4XsXLqZvT31+gXQzF6RPJdIJkLwedv8jjCiI8+OZ0kpR+Ju+ISAWxBZgxKBQ1KpKKm9ThH9a+TRK6qpEiRIlSpQoUaLEd4SAxNfYU2sEGkMtVKAuMriAJtkSmePfkOGRxameJHj5/zcy3mrchB7pQE8AQQAYivq22Yx2uuEuEAOoaNeLOhU7iOKqBYymllHBmEn+ZjaLah6yPauUAB1NtHacSUZ0LiebITiqhnTYeBs753sy6YsRYhI6r0AU6dg5WWPEyRwYYahggoEVWFUjIaRfNXEVSoqoByIYE4hqHFkjgDKBoZ4q2zgG1Pc8cpITYpACQkoAq+Z8Lor/pk1N7HmF2nN0T0aHSU4W0+gJ4+KWYZfGHxlOLKSswqosipgD4VBlYKK+2C5kwBJIFLMVAUPgWTVKiC2xZzJrn6EMcKKuGlfu5K8n6cXc+XL8ujjPHQHjLNhPGHTakiQBgCoAqLHWkJv4CksIuONT1zM1oA4YhadOzDgqLxph87O9a0TaNiEE/lhrqfjmLWFEDpxNAyKonkGAm7oIupOJ0q+/VAg64kQ8UkvytvjFkXGgqfANArEwDLUgilki1pg1yyr4ZvkofzSU1FWJEiVKlChRokSJN4DLKmcJkSKE9D3bDeJu1cICBPgKjyBInquPG34jKg5KD2KSW8dbfmA+/pj+J4CkB2iClVIUSTFgAHb/cZ8rEdWsCcQDYqDq+VXj19gTAgMeISj2c+YApUpMCgjESX6o4JiZmF5FJ5TvlbbQCa/HiJKMaXv7HOaoZTueryutV1PKSACokoKMNewJIYzFxn2EXUZEGko6TD7Do2mIr2CJldgDfCIDJZeYnsmDBUBErCopGcLHdLhmbUvPPzVv2qRSckLQ0YYptzna7bnGy+X3HO+THwQj9RpSAB6pR/B8Np5XVap5aPsmYuurGLHGo6oHEyJEGLFVE6tn4QsU8BTsdieAJVHKcEF+mCClSGiMicjJ3zfKz5Z5mZ1/6M6Lt0v8EpL4SsMU5zivxzAKWDBrVYmVJdnxBYhi6YfSFamrgOIkWSlUR3zGsy2oeA+K8bx+E1o5Us55kBL8p01vKkTdGv/o9EoKzoAZ5VS88iwjV2Tes/M5LZ+AKiXi2RpsnSSAZY2ziyZvdT9VlNRViRIlSpQoUaJEiTcAAcqwjNAihA4YcRVR3Yowi8IoiNQQOcUQDfslaKokmviruWhsaEqdfF+/r39iv9tHNS/p43cHUhhKjGUlURb2jRf4jiEEENmKaAD1jMJXGIE/bsjBWWcKJsks7wn8kRYsm+/LWWzE+C1Kz4peQcMG3ZthAu2S9S4NnzWJKs3pG0oTNZKQIVIRG7IPZbWs6jFFURgCVYAYrPMsU4bVJHGU2eUOJMAQA6RCzC75Yz5QYxnqskYUWppIdc7VIaMnp7a3u5+hUSjeOJRcdsuTS/veMJFsNgTD5BGYxACGoEr9mAJLFWsDlnpAlRBdiLAyCwJ1Rj18SrrSKECJApSGix9RACHLXZCtBy2Ka87XFfz9U1YpTiFAzjx/NBNCTaKuON2nE7j3NhbfkA9mdyoDEEgE6XvS86TuKXzAB5hhRUGc9LDmXxAnuBI75CNQ2CeHPj3HJl/ce07pGSLWXMFUVImduap8wWdHcyVUJro8plDCMMGthUEymQiLEoloAA2gnohJR5zUozdjXn8klNRViRIlSpQoUaJEiTcBQQmW4KQjEGYmVNgKOFIwuzzf5OQMzsWjSKAgJWKc3wTTcDhwwvC/ZzUNz8tEvV1NwtuFOpNw+JAFLEEYBmTYM1xB7MeRFwEAunGlGweheBawLo74sAOLKKBgZ4xLah0VJE3Jc3sXbCnrn++tj47jQrRgiQ1TSW88YhOmhmZk0Ahno0PnDL1UAoiVXO8wIbQqEGPYM54xPpGxSgBiQACxVRWPKCZ2rkCkwqrCBI+9ZM67riaclqEsIx6Hjp2Hvcp7L7POKSEyNaugYPkXemSyO9sPsHrGJXGukwRQqKgFgUnEemoBC/bJtxqQVDwEQB+eB2MAIlUvbbUlqMIjmDTQVZLQtEhdyKgKJvvHdZa6DKjfUxCl7wp6q6NT4EyHiKQhyiY7LuqCuUEVEGVWcq7jENiIbVRTayyYQQbON5YNF2kaOub1mdr65iNyjqpUAZjvSEKOMqTDXFLuMjzy3YnJY0vDY+5msgAQKEMsCGxg0pI8Uvrp+AGfipK6KlGiRIkSJUqUKPFmcM/dHe3h0kMpiyX2bG4JEoFAEMmVQ9lPZaLccUaGf3BPxhlsitN/hg+f8ROK4DOGcZLGyRCEnOFNAo/FYwqYKkAAAKYOriqbJACwTeQhiWyEUy+VYRO9aC5lGfd+3G45vvY3s0nHr8rJKi0eO8neTy9JT3B9xSAmsqqkRGAiQ2SQyicIPsFAI4BUhWAAYnL+ajBUMJVz7gjjI+/+TjbJzxFsSdNlm10jOsw9TLLdExbxp0DQJL6Nyf8KWGbyhJmMgiMmy2wtKRhqoJyeSiPjLY7PFYAThnei0G6IMhgTwBBT1i1vRhSNxks6fwmjBY6WdxrV68iRcxAwIxOEsj/FFiQpOJlFNXcEFAEUIp6Kr2IULpXExMqLK+HUbhk55401oiMVvUExJzT1XF3sVmnmQZ+XMH5kiFYsVCeFGPAMBbHxmAyn232iAP3TQUldlShRokSJEiVKlHhjFMMoubfklFYKVVUidT+OiWg8VM5EiyXTNEz6TCcZMsUjqok7y/FOFhMrGH+m/WMhs0WKL4qWCoMJIiCAE48z90EMECRPlZYVkN+T5EXKRA5kjLnQ9Mn/D9AxOYeSMg2jlY5Jjs5X+lBRlNyZTjhNi40Zrh4oZDob6hlSsMKlC0xZKAJIABmOzuMsUC7om1K1RKp+moS34rOZjOfQJCFA8/ZRzneMc5gjA/LDrJYRoiQX+IxuBK73SEBWYcEiiaMygRjECZ/rxk7zBZIUp3m/TGA6JT1t/KNjPzkf6G2MMQ39g7PKiM5FfhbfjYcSJwB57rzEt3aoLsrj76VLKVGGTmrRWZp2EuV05lub2PkniSCzC/PHMqeM4HGljR+eeCKlz3iy0IRDX1yFJZHw0+61ghPmmdLviz9JlNRViRIlSpQoUaJEie+CYXLF5U8TInLRlzT7NX9c+J5jyjwBRVYjM8MzqiFjP85T9o/OWGUoWmyZhaeFD4c5HSJKLHYIAIKF2kwGcq7bys7PxA7Fmn4YEVZCHFCqFBv9eKgV40HBgCGar0AqHVPTmzZSqRDGPs96lrK0Qw2xkqYAJHLiB1IZXQyuKE3ZkyEbniiNvDy51Zlk5jjahYrE1PDEENVUaZVzOGPs5fANjTb8x0KSl1IBSUZYCGIodWQm60x2MINNnleTcgmWs+i5oPo87n5Gep5pSCj6dvC2eKu3UdQZi+HCMizynS5bplMhskuehywiH5CSpVRIB+EuPC49wZmaOk53Hbdmvie8JV69eDC/L3WPK4YEWZMvS/dxTXVXohCoiDJxIbT8Dxdx7a2gpK5KlChRokSJEiVKvB2Iam66KDg10QmJP+GpyH6sj+spCEVtiBZMEiLS/CG+UiadOEGglT2j1mOO/6lAXFdkDeaC2Op4u8R9Op7Pa7TwH6Mf3Mgyjdhzk29miKwZbe3Q+0QhdR49xslmb97lqfcdMRXVVTryL6AqTB7ldvqQhggJVzlEvI6kMJvMHtFQBHUiElVCInU87qqRMjMaKH2dJD37KRm3uV9r1ua0wYmkkymLeK+kKuqMd5KkG1jSoG9F8/0Eci7rEB777LuzV3QCAfHGZSb/HkdjngNnbBqNdV9hxjvqitO47W6KKRNIwQRDiVgRaUT279LikQZ/9xhkp6qoxis++fTJwq7TtF3FSeLmoaTKqaHnE2OF5EubQWAe3lVVVf+kJFgldVWiRIkSJUqUKFHiu0ORiDsKP6RT/cYoC3FyQZQWN1ZBanJS7t4zLE9J3g5zUseUM9z07PgZGzocNvx0C+lk5cqZMdb4ROigxRMK3XQKZ1HQ+NCY9ZXXVejP7xVF3vAsFJMWGzmJdMy7ZUzKVCj8TW9vmAtTAEqJxmToFKU0iWHGTyU6qBO0Fun1w+8mnS7qKLMi0eba4NgrFc0nCOkw7ZsUW1wsiSE9YVrryPnHN+r7wGQLXYdeJ76Q6V/ltJfd1uT4vTyfoBt5nVxc1gcTdxLXhhE+66dE8znIGbYBh4ltP/3CCb3nJr3j1Hm4YEk8lglggBUMmGz/KXgrv8WePNe3z4+G45+XjHRINvEk667vwFISlRkGS5QoUaJEiRIlSvx3BiIiEBWisSfSj++ntmJ0njObZ2+x+mPt5x+i7kLNBEkzpA0dd/1zqmRgojAhYS00/9SlAPveUVAcOb7neIMubWeOYpbEhL3TyWcW8LZuKqmrGPQmeU8gQp7GSxNCaVxvU5hTdA7pX/HEYdlUepBJTlIHJe68o8VSxs8WSVopkAuji65oY78lviC7Dx45mtU43EkkOausqaxQATWUCOIobbqe1sM/At/xdnot4/R1+MgJ53+HyiY+HADIpFNEwcQgUWjB7TX/aiCANW/uT41p+j6UceduA4BhfpkAU1j2J2unskc6ozvOTyLvwjlQUlclSpQoUaJEiRIlvjsSM4TSADRIo7WfQ8rkihiOU538ah/LhDTysHhcpEP5J+PikckKDiqeMrFtY3KV7Pyc7imqU8ZPPTMlMbF2jPaPUmofJu9VRJ39Tolx/kZ6opFm/jC225DmQo/V3028JLsuO5CYyCkDVsiph6ErvrOtrKMFaHEKuGg+mqX7osRyPykgu7tWs5shF+x6/PTjptgxJR53lNJ0iOlZCiVVIihljc4YEVKk6q1CDC0384c1SsWufSM1DRX+Tv5Yh+aAk75ld6KqNuE0C4TWcToTmig1O6ZNx93I6aPww4HewuQ+tY5jmJ1sqhCgokxEECRbU06DU/G/kbnyBphUwhnv/wQa57iP3ialNWl7Gs8+OUqNn3Z32Tbu4o45B9e8k8i5EP7JoKSuSpQoUaJEiRIlSrwVcPKIPY/6nPxYPvuv48xUHbFBiuqhTDeRf5wiszxT0mPclNFx9uhUxio7LbMFaewjDFvROmxbaNHkeCP2qihSmND2vIPy8CUTyY4zQQHKmaMiGTHeKpzNPj6LWToUe5iKxY5pykDIzL3kXc5IZGIbOI7IEXyT8pcpzpU94BQQA0wKgHIVRMrp8shtkLIizX93EqtEcMQVpfMr44bPxLQ4/R0dH9BpaAyzpGRQV19SYxb6Ki1VidRREFS4AbfahxhEd/dIYqsNNWxIH1RcPWcdkeNmZpa4IHFhHmYFRCcErnoDyik/0+05KdU4EkXuh4Q60nq488eGYwSEMQbqhCU/DjY5VZnvbQRmCLsllsYiVAtYDIUXewuY0NrCPNTzzqpT60pvUydJVotnfueqi905VM55u08UgDg/4h9CP/v9oKSuSpQoUaJEiRIlSnx3EBHngTOc5aBpdPXzlnXab/QhsinlqjQ9QgSFUM4LILX1E04jf/ScswCuFElfc1bxCC+Tk1Njx6FjLc8JpVQ4Rk52kF94LkNiiHyh4uV5TZx6Ciqdv+sLtVhACJaggFGYCexDcssnVFJUUmhq2BeuTm9EAYIFbCry4TTXWBrUJYMbWXbxXgAQWBWUVqDI3fPSv5zRK0UCK7NC3xiaRpFKiZtRWzWnO1WyyEiq6sKq01Bn5B2V/FXXNy6+daqK0pS9ggIyPFXzW06nqAACIhAPOfMO3YKjO9yFpK66lLVSOOEVkWZ3k7VDCJbUprGlyMlpHAci5FKLEoGhhW0h7xkBKSApi2GGaawJyNbdcRiReKZ3m0ypYrknkA6O5Ms/LU6XnL3Tor+ypmeyJr5vUnS4PP5eiiW8ZT4hHSS3DxQUfJMaQ/nfvICThqJwrRvbtGfG+VEm9x8N8cmAijKn2+Z3ZvomXK758XN0L2ULjY+76FReL58yyZeQUrKbnTAfRoTFCiiRSy+QE4unLoGJzSgUqUT0J+cnmKGkrkqUKFGiRIkSJUp8Zwz/IC7EfiWnATpvxJCiVOBY8x5Dj7Zzkz8npHLflExDNP6zvWDjWFAMENQDeceZnkWbTgtkVpG3IhXQaJ53d5VLqpWQHcd2wNjNZq1M6RLNj0mhk4YkF/RG7FXC8zEixoBhCZUYNeuy/mkqtUnGNVUtDZNYpFAip35xBxk0KSaLq8tFHY4ZIUMAVngKD2pUUoYu6TCCBSQZWwi5qzXnCdxMY6QBwAq3nxAzw4qMYktGptWpGDnHkTcEzgnFhJxRV7VowowUeNGJU0zT8jI6lFLeJ7nEGbpyrICFAFUSRYxECGmyqFsF7lSzOQUI4CkMlFM+TBNvVCUGueNKcJQIiTANGDFBSAEYATsaS1mEFEpMzGoYhhJmJL9fF6NNKQIsYAAvYbhI0vnssiYWSMBJAdfSCFZEADELWEGOR1fRJAWgilULHqNnJvUaRoakyLSm5KuOhj/PFHEFenSi2ikjICgpkIbZiOINpvLVM83GXNepCfPrOlFSMpcL29wIxj0oHecl43zWMH8JDK3ooYylafrFNMyapDuXJm6D+UYNIJ06OCVsU7El3xEjsRIBgCwQocCcJ2uuMBDFuinTKOpQOW4IhJIdSghGHcluiv0zVPs4KUUjpWaH8+3rmBvLrxk/rZCJFETEPMF91p3j8pb+pHiukroqUaJEiRIlSpQocQpO/wmbciTstB2aWqrntDA0k6aMBbcaY74UGHIqy8kTgoJBTABzzvWASNRZE3mUniyuMxGYfacv0cTRZYiZSioROGoiYUY40b5AwSmLkPIWed8QDbNUBGvTj7I4WeMokELZAXVtSAidjDRMrSoVSeme7wgFhGEZMcHnhPcBSFSIIaqiAvIKN1y8i6SHM2YlET5xOkAKVpjUjy/V8CBiqMIQDKAiqlAiItYkXJQrN1VruCRmBNaU5qFkUtj0rRZZwlSEktOOlMxcPbc8I7/drPeJeWzapp0BqKTCO0qIhcmLI5lVUFKFFViFS1zIGYEDqOTkzlBjdLgkJZAqkZByOl9QIEMyIsJ1piaugc7NEiRkBORBWC2RJWJlFlUoPCirGFiGBSCp+oZIiZSZnE8hgzwlVclpVHY9LkRCHCuFKh6UE74nCerFlGRHlKTZpwxQuvQ559BT2UzuPwtK2EMeyXx3PIbWfvIfKUnCloFTZ7gkxWMyvRMiJuMVqfhPTptSwhtlHFZC3DgZHGkuWHNDSQklVKTYMq4nr0ozMi+9MNtDJt11Rnul2yQUIAbZCXN0EiE3obuGdW2qRbrLTTsmOOfN8/JQaQsE+TMSpnwJj7f55DWdb78utjzIxUCnfEnk1briNOWekhwHhRozwtGFlyI4xZnJtomJij9KXSpTARqBTLJQVJnIDldx+ldrMinzA6IQHeobPoMC6yfFXpXUVYkSJUqUKFGiRInTccpP2PQ5bfr2fBQAhgio1DmiENAq8yk75Wlz5nviqCKFKHLtU2L4UUpfuAhIEAIBIogFxMnPYwaIoZoYV85EUgEbKCFSWMeBCQAYSm0nJ3lQUEbBOeu54LzokrSp43wkeRB/wn1RgT7L4g8lHxXCZBf776wDQNnJQEErlEPS7PWS8GWk6kETGQKzFrQBY60uiD4c2Zcybk6I4WmiriIgglPvgFNbUdWq2hggGBLrrCzHmaQ+OC6BJSkgNhkjUjfy7BztrCYOc6BUr0XOiQ4gMGAEvgz18Mk9507LuBAqSM2SrIZJbgJFoWcT1o7YNTodw+PYyoxOioUiZQtDKp5IQKpALCRCVkkA9eAbMQUP2LwlSNhUl4iMAGECQFadGkszKtHxCCln5Lhcx/BQTGyJYSOPBsTWqo1BYgyrZy08REZjct2s1hJbQECiLMKkTCoGMLAKkJIwYlhVEAOksUbQHhACvtN8MflJz4ghGIUQxRCb3tDEAOsZjVP08Mq8aTW7iqCqVmFAJMcHax+DZhyFi+QlAIgEA4VV9Qm+Y+gARspQa04vTPYcdEtDNAsin5xEKXGS6hXT6cgAYBMqTElT0kZBnHldaraejeuB1HERKTuW9EthzaoqhMDpdE2iU4EEzCA5hr2a5Ao+FJGQk4XMlPGJ2TCm2R4ppYcoJzZPHIrh6txadnRo+hEpDKGYUfO4lVa8l6wcR4+4yTQe/CsbIRVIWpG7Rx1uoRYa404eeXSRc22F21Hnpp3fS5JnNVG6DomZh78Nz7DZi6q4DSor56dCSZ0VJXVVokSJEiVKlChR4nSc+vS1+MP6nEUXrAuCSm6MZkZ8emL+IiFwhrUY+bN9yWOw5KSOI18SfyIVTawmUEItZXocR09QMYOaY9NSMisvNDUp02fleXOKjXfKAhUlhlVYkDIU8NIYPzhBe5WCslg+J52WCpCyq9hluDvu/GJEsMK9khggsOQpAWCBp/ASiUTiMZUa3RNakxi2KdPjak8NvJjgFbvIxayyBFZUE95KOXVETAgJJ98iTqlGdYa8KrNKqsMCACVxFp9Tb7nQ744iiAkxEBMsAMAo6gqWhH7SVJ+C4TDb47OeCkOM9FopTEb3J+3ZRDTEROLYN83ox4mj4mg3KFTJxtQTiEHdg59eo0JWyAJKQlwIyqM5b5WVzAU3LYE6gZoTCBpSA4BUVCyRgmIkAeEJYCfWshR7JoT0oCEoUkMxG7IesSeiotZxiEIqLimhIyvUsLJRGBKGdfesapksnG7LLSZRYseZChCn7KaLzOW5jta8v9M7K9Ic2cYxpAfSlKUcnZ+qojDnyavmmByjAJuMobBEAhUmJvUYoEQWmExNhQtknyQeyN2laajg1EtOWSl1zkTSVyPtlrRf3D6TTbJCtDCAlKxCDIiUSdlo4jnoWF3FMIHi5och66ZISlplzRR77E4zfjcjKG6cBeJKkxa7qikJWYezhG0vnjG8eqjQw26LPivS20iuLdyPc2Zkgth0HwOUrMJClbji4pqlCxVIH4EkX15Zws3EubmwvQCJx2lhDmu6wyGVyyX7EKmqEDGryRpJqevxEHt1Gjj/gk6JuJ+MnOqMKKmrEiVKlChRokSJEj8O8pxcAJwXD0E5k8+kKgJAkMddzy2NYQNJE2tfiBCAjZImHIs7lx3bAU6egSdGI5GrlABwEt4lESxo4tCX2hnCBFJiBSv7BjBQgmhCt5EkNoEzyUgtYJmE2AXHZVWIUqikZCIX0XpYknFO2cHwrY8eOb3QlGpJYoHndgxZ1dgDBUpkmWE8BhnAQiyU2SqsxjHEGHb29sRg8wRrEhvccMpJgaySRwRj4AGsEIEQAPiKKtQAUBUYJUOaKNacCiQXy5GFDgwZdooudeHdVVJRDNKIP6qwmYGK3NNT03g2gUCBOA12npmXJ4AyGhGjZU44MxVxAMMOfqdVgcS2FJUQWiEBwzAxJeHYIlEhcMYpF3irIhTk8iUYIo+UoaQwAoMk+pVlisAiGAiJUqYyVAIxxx7Dt9YHg1iJwVbZUuK8yZaYlBSJtMYAUFb4Cp9ABkIaAUocCyKFJQKTb2DiUBjG92egsAKAFVY1VoqHg+wkWsbJnpjF23QdpvmwFLiNN2TVi550GZfkkVVYQ+yxB61oyudahZBYUKzgTPyZDyaQ6LaESRnKUMOGnZOpAAIrsII0Zn6y9YgKExsyasUj4pTJs4ClZN5K3kEKiljZU99zFInkLRfOJVoZD2KTzVATj0dRxzzSpPk82uME4PT1AiVK9Jn5qbljXfqQ4KRispEkKBBba9gGPqVB5ECUSGgp3ZAhY71fQE4AUcJ8uVrYgAgiIIZhiEBsUorVmCgkisRGrFHAUx6gkjzMsIVqsv2BUyEVAeIYO8pTtxYls1pwbU6oaAIZtmIFZDyjFhKLez5UkGWdwl5lQ88Zm0FRNAAAIABJREFUh1644kdKg/nmKKmrEiVKlChRokSJEj8anKtdYvwIoKFIFxoyQYVUPVBFEFhieEwZB1B47J/95ldASUSjqk81UttphWGoTIIk5I4X1CteLbRQhbLTXwlBWZmAOIYVJbZMVjUGxBjDVAVYYIEIGhLsbKMuYXR01PI8j5lFYdXEMQVBw/e9gUUoAMMzChkw+r5nxfajfsTsMwdRhDAmqjSmpxvkwfah4Un9c7pZmHZc4e0wizIpOHrhVAKMDkkAxMqAOTaiHMaBNSZmVfYrNUscioYkA4hWPL/iQaB2YrEA4JGwRAYIKIgHiCN4norGYRgar86+iQkUABWIWEZYga1EIUeQiAUV8mqGRCSMFRRUhBFZ+D7IQ2RDoB+oZ6zoQAzIM9Qd9NqR+FOzRGTIVCqIQ6jAGFhNnHeg8BjGhxVoqF6kHHGkFhXDgdNxncKR5Ld3jABo5PLE92vosKTG6bCUxKWGVFUVcjGU1dT8qWrN154/6BKJxxzENmZjBZ7KwHpkAkpCYtNwtY7uQ6QggjEcGK1oBBsStEZUIzKAiHQtYr9Knm+sRjYLkQ5lJg8DiaOqzvhRw6qAw8Pmlg2iC7M1Eo1EvWAKYuKBxpEyeUmMda4oBaI21pA59gIitoqoXq3Gke0eDTxqcFwjCfzKDJEfiwokRlu0xX7s+bGQ00QaJJktGZmlfeLwaEZCjK6IkRenI9Uo5VooG/Y9E/lGEUeemprXYEUcI4oxiC18DepexKl3cHrtcJkDxQAaBaRklUOueHVEbAdxtVKJYVqDUNkzFUMeYktWYs/EpOrDN6K2OwiEa0F9oDiKotADar4aA0qidxGEMGBLcacH8epBXRSRjclwrBpDuRoYn2KBKpgRWwxCMRWYQEX6HitD7MBGA1atVhsVDhCnUfkmeg6eulgoFRJl0dnBqQgrY46QSkVPHlznHSkq0ql4ccBWBrFaAmEQx5H4JpixqJkA1SqiAWwMj8cSGaS6JzbwDWBjI1ZV4ygiiPFY4BMCVVYfxoMYWMAKYun6ZuCb2No+Ddoe+ogDiT326n4FhhEzxIIIBmAGqSWNFVbivmrkno1YYTYNv1LlTGmljqWCB9E41NAaBSEWhORXYqFBrLX6tG/Iph1KyMciYa/Gdq2cOM33JeUkCFuuuvrTEl6V1FWJEiVKlChRokSJ7w0nmoqJASNJSrjASDw4au+/ajd3JI6sZTJTlcZFDua8WmNmYZYMwghsEh1N0QXDqXGI1DfKGNjeYXt3ZWdrp92LLBnyK5X61Mz8xbmFm/WpacvoxxAFNA4o9BG1jg53trd63V4cR9ZKrV6bmpmZv3CpPrUkwrGhSCK1naCing563YPDtVedVstG1sD3vKlK7cLilTve9PzAwvPheyCNmQaBGdiwubP+cmdzu+LXTNCIUVHTmF64ujDVIEUrBABiWDvBbMuECUhNlEnW3YiH4ARlD1HBI2dUmcP5MClAEHVimoglxqB7uHHYXNs7OuoPLIWeX7u0OHN5iafrc/X5oIKwl7S/kA3LmWMMgFQrsBWQCXsvn65sbuxFcTQIwyiMg0rt0s2bs8tXKxcb1iDWQZV7VUQ1iaJWtPVib28ntLaiNGh2djSo3Lj7/tVb7xiGqJBYz4tEBxT2uUfd/c7+9t7B4cHeUbOjPH1peXbh0tLS1erStO8jtmnMHef2iNBnCaCtzkG/3e13/P2tMDLe9NVLtbkGB3nE9+EOmiyqSns8KT+XkAzRJoRCCK/Uf7FAvSZjREnyPmegEzEMoVLjIIi9bitcf7S+u9nu93QQWjI0NV+7tDw/f6VuPYFHRCQ6OjkEFsaSskcBxYYif3AQvX6x1Wv5UVyLrK1NB5VGOL1gFy6iwmoMM8gC1uUJBLGNEIc1agSyfNDsre6s7Ucyc8WzFWKo4QBUV61IhM5up3/U29/Z39/bJ68hpmIpWro2d+lqY3reN2zjeNCgoEKm3+9JWOk2sbvZ7HUOrGX2glBDU+3fvDs3cyEQtMizsUTKFaWqkgelM7qU5SkZRnkjAcmJw5iDMjEdACYRGIZv4BGM9nyxnf3m6oud9m5kdIZ4qh22vAZu3rs1f3XR+OQRYhkiJkXS0FOIiSOP+x6FOhi0dzqra+291WbUC+uNuvV9b3b20s3b04sXPQYxPGN8E1IUctyPjnpbT9e6uy0NqW3l0Ea1pYUr770zc3GJfVLAY5AKU+yJ9Nu9tRcbB9uHAKthNV5lemp6cWFuaXFqftZ4qY6MYJiZxFBMHHsaGWv39/ZWXx5YqS9evTJ3+UJQ893EOm+WWDcklG5JCk1IdHVy2JxmzAZrbAoPDYmL1cUcVvzQNz0dHHV29jv7R4M4anZ7ffFrs9ca8zfmL16tV5LoV0w5k1jU0LlMCaQDI4eetI4ODna29kRiAJGYauNCrbE0PXe1OutbgTLYWI+jigklPOrsbkX7XXskva5aVBuzl+ev3KxOz6gBMZhBgMrA0CDw4173cGd9Zf9gVwmgwHjTU7PL9akrtanpoApjoIAaWERqW1F373BjPTpqq0RhFGllTirzQWPBv1r3al56E4ThgaBjAreNM41MQ4dVzi4D/UmgpK5KlChRokSJEiVKvC2c43dw5g6kAEiAQRi3tL/16sE/P/v2C6hAK/BmUb+8eO2Du/c+rl6ejSWnBsQFe071LMQAYmjIMrDh4dHO49VHv195vhp1BOrBr6LRmL526867erP2CRsEHmwMkkFF9zja2X321aP73wxaXfRjRIrGwsV33qt++OfT3kKl6qlwpDHzIPDi7tHe2rNvXz56tPVihUI0uBEEiwtL7zV0Wi/VpFatTkEZ4SDiuMvhUXvnxdPP/9vGq1dQD14DldmZxZvLN/oX6lOV+hxbFWMsxiJQDz9Fz+i5SdbdsG/UyBCQs+aPkxLl5nVGuDCZWCWMO56Npdv8/L/808N//joOeeeou97rVa9d+fm/+tuf/81v5q/Md7uQCL4BEdQOeWUpiBhkJZB4irC9vvKH//x//ad//G9hZCrVaRarJJ/89W/+4u//x6WlRkfBBoF2orjt20j64crXX37+fz/c3xk048OO6QzI+8Vf/e3f/U//88LSxaBhFLGlnqBLgx537Nq3D//xf/vHzc2dgVCXfK3PLN2885e/+VeVX//VpSu+DBBFcCngSa3RiAdtE/XC7ZcbK6sbT7svH7Yaly5/8je/uurfqnFgGJyKbYZm6uRuS4dDEwevItuYnECkhIkDkMu1qECXuThMBAiM+tz3jVbXvn79L//w9Vd/SKoKLRav4Df/4YNKww8qoc/GI5/J09xdLqlaYFghVnkQmwGOVrp//D8erT3rxGHtqN8J/Wj+Bn75b25/+ovL80a9CrlF5SRhLOKp8bRRtZele+ur333x28+fXrhBP//rS1E1qkzFnmnYbtV267bt7T09enb/1fOHK2sr8KuICG3g07+98Kt/956ZbdSoRjD9tu9FfiDTR/v64A+vvvjsaXNvYGNYghhU5/Dv/v6TD34+701xMO3c6iiJH+5GrxjhiYZ7MH03JDbJ14QUPz8VGZGrqcMXA74B1HLcq4h99vTRf/pf/+v608N4UBFUtIKLty4G1b+rz9SoXlHPuAUwNA0UzAxlVWupG+ph1Gu9+vbJ5//7V2vf7GikFJiw6k1fv/pv/5f/eLNaq/lTHMAYMhRBu7bXXXv89Jvffvnt7x8dbLVaUaRTtUv33v3Fv/83H/6yOntxzrmn+RSy7bCgN2g/+Pz3v/vP/2LgKXNHtLq48LO/+uWf/fVfIDCmWiHjM2AYfgAipbBv0EfcP9zZvf+Hrx98+QqYfvfnP/uw/gu/uuA4P3MegY6kCjkViBWmwoARoDqyv2UeoYkKaXyokgSLYqjnUc8OdgfNre3nT55//W0v7FlVoIHgYu3dv/i0Plf16i7OV+Y2mM+FVHfkEyo08OMte/Si+fLZ028et1sdjQTiVy5cv3H7Z9V3f1Gp3OEA7AMQltiPO1F7d+Obz7YevaCuDGKEporapYs3Pr5x988Wlq4FNTi6XHDIaHoIm+vffvvbfz5aX0N/gJklVC6itnTjw7+8+c6HTDN+BeriJ9oD6W52d168+uqzvVcr0u9AgOpVLNxbuvuz+bnLvvGIYcWyOROBU6TpNJMni4xIM0vVVYkSJUqUKFGiRIkSJyGPb6Igg6DCYdgJuzuHW4+3Vx9h8wU8A28K2sFBd7evl69eiQaXLTzORC5ZyFtACcxiNCYdSO8gbG/s7zzf3HkU7W1BpuDV0G2i67eMbsxcDqoXZxcuV6qoMSgOtbfe3P6q/frrwdpD9CLAA9fRbu5YmaksVL3rc0s1MBhsWKNBs7m/2j7a6Hd30N2rSKUax93eoDmY2myszfvz9Vp1EEEYkZW43en2do7WXmlzh7r7GhOoBWkebexp3y40Zq7cuNOoz7YlCbky9CB9gt/Z6N8CUt+m7N0ZnN7GkcdLVsTx4LC5f/h85fn9b1e+faziDYwvg163c/Di2vKVu+9duHzDC9g38BwrVDBNiYwqVGBUOe4fNfdWn37z6ulX+88fQKdk6Vb3cA9he3P5ysHWdv3mrXAGtcDr93pxvylxdLS+s/Py+cGz563tqOl3BwuEgXz12RfLV2/d+ej92/dusiHRaBC3JWz1Dw5Xn3618vDLKDSRBv3Q4ujxykHrxvKtrZu3g/o19gACk0KsR7GH2EMYd/b6++v7K08ffL7+4KvDmx//7N6vfqGKOAZ5eaa6IW++kZ6fYFtPQEYrFi3JxFmqKCSioUvAELEGxMrSR+uwt/uitfcCR6/RqKPeQOcImz08/WajckkuTZvpSsOQJyoE4wJFuWJUfREPohqzbQ+iFpovDzfuH/S2DGIL4jZwcAAz9+LytXqt1qgZjz0GCUENGVhlW6Owtr1FLx5sffkvh/f/2Fzaju/cmr+yqEY6teAS2fmd3Xjz6eHLBztbz5rhNjdC0UEjjBBS5+WjAzP/+FDn3r9143LjMg2k0xwcboQvv9179PXe+suBHaBeRzRA31Kvqw/+uE0mvvPxFDcqGjBARD5sKg1RHu7X4U6b/Ob00SmutSG1nEvj4AEMK4gHsP2W9PabzaO1Z09ffvuwvw9orRvJANFeZ335zpX6han5a1e4VvE8HyoJI+nWRLLAPajphp042m1tb6ytPF179Eh3PYgZeLIbtvfah2uffrJw/Xp9cSq0sHYQBLGRwd7u65XnDx8++Orp05dka2EcobX3UuLgwsXq/MX3ah8tzvkerK89hK2oY9dXV7fWX/dbbYQqVlvWHh0cPpqbvnTjCqre9IWFat0zhkihofW1F2gftttpHaw9fvrF7z775vMns9OXr928bohEXfy5ZJ6O9u4ZyUAaHbKJxWSx6t0eNrQAyQmaeoQuaycOW0d7G/sbK+2dNWgEIqCBuNWrzGwuXa/S3ZlG3XV+UROqABmIwFrUAyxOVQabBzubXw92XkYHr/Soh5ihlUGvvw8zPzUVTC1gYT7wYRS206fuge5u0c4m9tc9CwsJFejs71hbqS00pq5MTZnAg19Fb9AKO2v7+5s7L75qrXyDoyaCCvoBOhHig/2LS7dvXkPE1kypD5K27e/291+1t55E+y/RWkfUhQB9RafSbFw6WtqbnqnHSWYRF0JLcWx217THNPOfzY+NdnupuipRokSJEiVKlCjx3yXOzZgoQzEIo1anvXqw+WR/7SVzMHP3A6/imaARa+Xg+Rba2/vbq2v1xoVLtyo1T5wOgoZcg0Qjn0Jfe53W5v7qo/29dXB16sbdC7NXp6dmNnd2dl+voX3Q3nq95y/5Zr5RqfgEG7aOtl60t59x2L14YalRq081Zrq9aGu33ekcbr16HlRvtfqNi8uNxcVGu7m5v7W28er50c6u7zWuvPPxUlDze9HrtaNO1NzdWaULl2QqGPS1Pu353A07+4PdjdbuftWbuvnOPfE8K7y7ezQ4DOPWzs6rp4EJZq4FGtTOGEX6GN5q0nlnC5E1EQaokth+f/3F6saTV0Fj7vLde37gL1xZPAgHT7e2e3vbL+9/a1C7+e77l5Z8Z5MzZ8GDiVwAcI1qFHmD3pP79x/ff0gUfPSbf33hwrWF+aXNZ4/WXjxGr//q4ZNufWHxo7vc6Fejge1H6ytbWw9WEXv33v/Av9egy5Vtr/nVF09s3+6tvJ6Zmq5NBzc+uFJnL2r1ervN7Serh7udDz/8Mz+Ynru4FEr02z981oM53Nx48MWXkdrb799kD6LWgyXte+jWzaDda/bW1zfuP954vI3eFIvaKCYk4qxibxe8a5I0kScMwMRY9ZMISUrKyWP+pA5TSTZIqyQ+KhXUuwfRq682118ewuDP/2p6Yf4yo9487L54+WL1/uHMVdO4cqFWBfvqG4yEy2diEFXYnzKVbvvo9YP1jefN6fr80p2FpYvXvOnKSvPVFysPDzbx7OFmYC5eu3mhUjdsjBKReJ5WAq33jsxn/+X1Z/+1vf66adsVHXhsA9ae2q6NoirXDw93P/vDg1ePHl+anf75X/5sdupiHAb9CHvh/oOtL7/87d7W7l7lb4JLH10atKL11cPnD3Z+//88kX7tk1/82dKyqdTau+vhoDXVHcSvn78aRD31b9ysNOoXmY1ChImHST4d6daxfj4O44TwWCFJHsssG6ljxgVk42gg/e7B652VB49fPlyZmVpYmptfvnmdq/zNg29X1zeePXgwe+nCNdDs1cvT0z6rOgpXFcmCUBimwPd4YL59+HLz0UrvMJpbulGbnXvv7juRdu8/vr91dLj26OH04pL1K7ULc/NTNuD4YGfrxf1Hm6ubRMGHf/7nFy8tNwJaXXv+cP1g7/Xm66evqtV65d3luYtVvxd19g6+/fLJw283rNKdDz+YbUzXAn9jZ3t1e4tazfVHzzw/COrTlSniGgJB1KOq4Zqie3TUXX+99+TZ/vNV7LXq9WUMbNgb1AELmJM77uR+ZxIZirc3ymMNR2UaH8p0gcQeRSz9qHfQ3H69t7HR6UbzS7erDT+Yrhx2o+ZWC+i2Np5uCsz19+rTVXAxAyOANP8GEPXbPbu79fLh1rPH/b4sLF4NlmuVoNpt93e3j/Y2nlTqjah+iSLvem26UdWD7YP21uvtJ49pgOvX7nq+F0yjbTtr272+dtp7L9dfzKneW7zmzc8Acfv11tP9V09st3/t6q3uhd7sxQtHIe82I8R++3B1a+3h1et3qlVU61PS73QO1g/XXjTXVqtsZq7fmJutsMcrG3b/UKLm9utn30baX1i+VKtPJXwr0wkRDCdC/9SIqnGU1FWJEiVKlChRokSJtwNKOZhTvRAS0olhpQ97oDjoH65svXq4s3pY8xZu3rszc2nW86jf6b6sNHY2D5o7r4Vqnj+3WFlMXIjSZ/LMLj+dGIRV9AaDg9bGyu72gTezfOX2O9eu35qfrl3eff2qUdte3wy3t1u0fmHuenD1ss84ah9sra3vr6wrz1x558+Wb1yfm5/a39uhx08O9lpWulsbz0Mzu7i0HKgNZNDa3nnx6GXctzevfXTt6ruXFyoa7uuLldevm0e9Lbv2uOfLwq3lpQvTXtxeWz98/frl7uvduZkLy+/emVlaYB0cbrzeXdttH8YHW+ueN+vPXuELNZHEHaaoDkh68k3GYViEVRifMW9CzeoSgio8gkcdCtu9w/arb549e7hy6cKtT//+1wsXG1evzTX3dpf+eP/pi+3VP34pfXP1yk3/qq9AHmUpSZ4lPvcD6vthp729+fjrx998/XLqwo1f/fqv3//gvdmGv/7ttW8/m3213Xr+4NFRMFtfunSxjhnPH3Ro6+Heiwc7dcze/sX79z75ePpa5dnWw+XFy8+/fH24ur5VbwRzwdyV+s2rDWO9Jy+b93+3crhHH3zy62vv3r71/k3m3tRS5Yuvnh9svY4E8xcvXrt93fPYA3kgn2O2be0fDfZ3Nh++ePXHp4erA1SqHqDWOuqK0qg6mW8TDZNPqi7eTNqD5zMGuTCkPFG5RYAgVhKNK3bAOy87j7/c2Gl2p29ML9+6evvmzYXq0tH6YP539WdPn28/atUuefXqfLDoqYeE1E2CZoHU+qAg8tFBaz28/4eV3b3BjY/fvXn79tXrV+tTUy9WZrwvwhfrz1cf7001vKvXl4k4jmNQYAdet+NLizaetJ5+tff8q+1w7wDzkV+tawViNBaxhI709/qH2+FOO8A7d4KP/u3NmzdvDbpRPEC7c8X+09ar//PZ6zb2lvcOLm/5XGE2R51uN9Zb71z5m7//5c2PItNYO3rF0cbSyvPuwT8dPPt2vXbhcHZ5fv5KTSlUq6pCxJnyynVSRiudq/fHu5oKqyVffZK75YrEShGbCLaLsL/7cufh5y96TXz4s9/cfvfepZszwVR09YsLX/zum2Y3fviH+7Gpf3xxmZyzmo3ZQOES4QEA6cCLe/Wuth4cPPp/X81OXbvyya+vXL376Yc3TLx39euLD/74zfrB0ZPffxF6tQ/+5pcz03XT29l+9frB7x/vb3Wu3/zo/V/8/Nb77wTSfP7g89ofnj3fjNYfP6/X6pfmqxem5uYjO9huPvr9g2+f7i5eu/PuX3x49/13Zqe8o5WXL768/9W3L5/+7o++17h87R1cQk9AAt8wc+B5HPaau6vPD54/j15vmy4F0qDYU5v0siOA3sy7TFV5yHsyd8acfH7h05QPBxgqaox4Ku3Dw93Vtc3VjVhmr9z+aPn64sWLlaPDnScPn0QDLzrcWm/ZWuNiZeoKkGT/NJyMNAGsqtrRcHNvf2Xt1drW6259/ubCrXtLy5dm5yrNva3g8ZPXK5ut7p5srjUqly4PqsJHGh4197ZX17YDqi3f+aA6P790xSfarz15ubnebR6u7gwMB+LP3K75HdM+CPcON17u1OtLs8sfXF6Yu3Lz8t7BTn31VbPZbR7srzx/yBxcrHjVWfZsJ9rf2V95vb95MDU1f+O9e8vXF/2KTq8dPH64uXW4s7cBrplgql6vT8MlRsTpws9xJn3EPfBPjscqqasSJUqUKFGiRIkSb44kiInz5iAq5jhnl477mB/ISrCwbHq+1w2k242Oejvbdl/CpUVauOsvX/Sop4ebV68dBXH/9fZGN6wuXLgxd2HRVJN85MxQyexXZYS+dP24LUeH/UOen7vTWPgZZhbiymDmQnTn2lHQbL1ab3XsVnh9V+Uy+X2RQbcVbaz0/IXrS5/8UhYvR3NetTZfa7bg+83d1u7Oy+krdyRuRJ1eYHtxux1tt1C9NL/w6fyVT3muH2Kl7tsqRbtPm52NxzJdvXLv+sIUtH1E/Z39jde9rb43dY8WP/KuX6rjsBKwJ7Te29ze3qs2WjayJvMWHIr+kgYpeYsYK80FZtLUVhRAaWD4qKb9w73D3Wfrqy92Kwv33rv38eV35+fmYnoa39lZlGb/cPVV69VrORpwPG09KARKxC5LPUjFQ7dOrSDqbW3t7Kwdrq+HV+cWqkv3gqWl6ky4bK9FR82dowePn69jYY17/QV/ds40Npo7e49au2vxpeU5e/Gy9971ymK86M1O2w/Mtv3tH+7v1uuLd5cGg8EU1QOtfrnae3m/JZX5qHozWH5Xr8zWvIN7P7t+dHT05efrR5s7/f1uPADVYIQYlm0P0dH++sre6sbui52j113qeJ4Pn8iAmMiNQurkNUHmpsNHvsMAjXnuDL22IMvKYQvbL9qrj5v92fjKxxcqt9G4G16e9manjBzetPvR/ZcPdLZ5/QbNLwTQGBSpwpAnCkCNWk80CKvcNvsrgxePmoMqbt/g+kdxPL+p1bkF9m7sXdl9vb+9cvh6sdnvkV+lQWg9w83d+MnXrzeft/deDXob9arYUDsgEV+63OkSCSoek2o3mI/f/9XV5bZ39dp0cLfbX3wVdfvUM7P9uds3Fhv0TPdAbe52D5YuX124PHv59uKvZmeXr12fvWPDhVWtPZv3rjcWGu2jgW8QDtDuGBE/CEyssAp1dANxHsPLCaLymftdMZF/FFUhUY3BkVIX3Lb93v5qc/tVu1a7uLD83uWPP5q6HPr1w3f1ptfX3//+8dNHK/PLdwPTME63BSYog4XgNHsGfR4c+Yexv8ad5+rdmJq/d4s/ej+8XWsMejfiq3JwePiHJ5sv1qZubEWxJYRh66C319p+0Tw8knuf3r767of15emKjZfDuQ8613Z3Vzaev7p06TLsu1EcIRRqxoO96Gg3XHxneuHunZl7y/VqOF9pNQ5mth7K+qvN7cXV1qethZtLsYcwQhWIbdzXfrO5t736svX6te4eSmdabM0PZr2glm7wBX3gcZP4GEwMqDTEzmfUt/tomNVSSvdDqFGtMR/0+s2tvfZumy/erSz/Mrgyw43Ogu/fODg82txfWV9t0aD1TmfJXUiJEy4syGWsRId5t+I1e/2D1tGgPZjzq/cqV//WW57FdM+vVKcH3UvM+9u9/cOd6Xe04itJR+Neu9Xq9CGNC72pO7h0rT3TbbB/+aYM2s9a27s29qL+Qqz/H3tv2iRHkmSJPVU1Mz/iyBtHFerq6nM4O737YSikUPiBFIrsvyYpQlLID9ydaS57+6yuwp0A8ojTLzNT5QePBBIFVHVNVa1wdieepACJDA+PhJmbRejz957OU7Px67XvqFnKsnX+3menn/zCfXh0MPtyQOfdi2HbNpcvnpVP/dF0duYmuSli7Jddt6Ly5AN37+/SyZxcdxZOV83wcvFna3Ns7uU+alIOjO/AOr1jVX7fvHyXbqr/nLCnrvbYY4899thjjz32+L54u/6wWx6GbxFe2U2vqIzB+1Q70nWHvpNIsJKLk4bmlnwdUllXp2dHtLh69vSlXV82zfZ1JMpYzOiu4DGCwVIatrFZaz+IHnj+oJ5/ngvX4mIWqoODg0vvJA46JIvbbnhAWWI6AAAgAElEQVTFnLP2ZAXRHfiPh+KTtRx12nnf1Wd3dNjE8+fI0naL2FeUkw7buG2QnecDdmc5HC9oNUiwo3k4npC/xHY99Kv15nJxtQzNk9wuLGXYhIoPtPp462aOUM6P5ofr6/LadNts++2m8Xe+r5jhG0HvpL6/R+FgBr7RruiNFc6oy7pGbNP1Kq76PFCkAgdH6WC6dpfFQXE4L2voVI23XfPqOrenNv16AUTIYgPlDQ1xWPXNGjFOkxz34WgtxLaZzPydB3cnv/sqtk17fd1dLdJG3CQXMeQlra7y9G5oyvrCm6Ezlw9m5Z2DWTBrlsu+72JOcdvRNsalddsiTO/I/EM7PFtKJ9ze+3D200/ufPGPz5+/vL58dtksh3paejJGRO62i+snXz56+vsvUy/T4mTrItg52rXeGonXt7PO34dbLQX/ieSVAgLj2897LfAaOw/SGC4NFRJLbvGyPX+0ok/x4Cjc+5sTTLaX7V/qcHR2Urps3RLlMrQrtshc3Eq5IhAxq3mzkgrLtfXVdksN2bZcbee+C91Ax1LN57O6ptmwXly+6i4u11xUxJSHePly/fAvT//4/766eIi7fPjZg3uvDjeXWJobWm5bnhsm3lC45pPPZ2f3Pkp06qoY68sLfVEEV9gEqZxWZaHoNnAWTDSi47r8+FenP6vmEEv1i2U+b5cvYPMqtNltsjSZkSn22q2aKE7ZAr27PN6E/NAtxuN74rWN8GvJSgDGtCuznLR11DnAWjSLTOySr7fBIbSHM5qcVJNJwUnjpkvb2G/jMPHOgTCyoQYiNRAyYSiQdD3wFbvNJHeTjib9wXQ7NdVuPpWjg1kAutV6s1qtN+vtmt12rW2ODVmuJRwkKdcaXWmHd6cff4STycWTZ883V8uh7XOe5D7Hbc4tMU/C9AjTSV+Jq2w257un9UdnR1896vvFtrnc2AAu4QieoLl7/OzRX/7851cvXnm1w1BeriWhzK5SFttdkDctMG+P238C3c43SrEUTBCCqHHW3CVsst07ckefdk5XsTsgf/fkRJbbp30La5q2GyK87E44NqUd16yjnnSBvMip6Qe0aTpxHwzlp9tQJLng6WF9erK6uOq6y2TXcWgdZ7GYhna13gytymRKswd5/skKz00Xk+nRbDb1uOiaVzleseu9mFPSjocNo/CpuNMVd59tVaJMDmaShsWLZfuq67Y9wYQzaRI1ZAeri4OP3PHnG7HCtUWpJ/ePZw/96nozNMvcD5bVzIhoDGLbSUS/7/DSd/HQ/nPCnrraY4899thjjz322OP74k0tc6sUf12Lf4Ml5BarpWoxDl1q2m4z9I2iN3bl7OiM6uCEp0Wa0dA/ecxIebNst+uxmnzz6jaaWZShOcWh7/q27dsup0ORKcuEHMRNOFduOuG6jLqxGPthvWkuAGvbzXrdpVjV1V2uznLwSoD4+elpWjzvug021rSLrpt2beyXV912CzjHFVxlJQYustT1/OTweOn9s6FvYr9ptovFdaq6l0O7zcnAdQgn7A8jEK2YFdPJ7KAoK9VN0zRt181tp8j4Xjkk73vOd1ai2O2u6iMVaGmzXcWr1cWLl8vLhSYriqqeTCEymNZl+OjBh+cH52nbdOnV5tXVsEnFRPRmWm8KIYOlFIehTc06L67ithOpj48fHJcniOm5n7tPfvrR6T/+0XLaLhbtYrF8ZWGz6rfterE5P784/gVNz+5YXXW0doVMpsXpyZF3/PzVy/V63Xbd1WVyi8163VyvtqcfFrO796b3QirSMHRTyXdm9Z2qfvFstb3YNKshnJUIybvOwc6v17/5zR+e//HJiT/79Ge/6P7wbKvsxTHxW1fmrUild4eSbl/4t3/+bTP4WgaB90b62Bvh3e5IAaeMfhuX1wh34YtQzQLcRrLM5jy5M6vrEHsMPccew6AuG8ttktIIgJIOGBrtW1otbcvgSS5PLLuWrC+Tu3/v6HR+9R+/etxu0Wxb4tp7GWIGpdlBcXrPHc34Z/OPz/jOb3738uIZUoaxRSqYXSaCrgvScqrlrGpUl7GHCVKhTd1cy+LVoBnKiDAuQvJazvjDuwfGtNxc99pKLEv9RepOLlbdq9XFq+1iIHC1bfJyNZQzXwUWJMOYl7RLono9jm+G8QeW33Qz0aNajYnUbCTI1NRyBqVhaNEOuU9tM/AkUV3541kK2yYN07KoJzUT25Cb5WZ5cV1M75RTCI2aMQbMiAAlzalrh2VjHXH0nP3x4cnZnTm5lVQyPz7Qs2MX/DAsm23TNU3fSHu13Cyb2IMoTOcnk4OjKGtlzOf13XtVXZbdptmu1+vVqmnKoYtXl8vFcmsUJvPjan6gwm0eXF3c/+zj07uXw/C4vV5tlxtRICfqGo45xdXDh4/+/T/8tnvy6henH9gn5aNmNTCbc5l2zTBueWRvkqd+JN5qbPlHuJVd+NbcGNGN3RKWU993277p2k3EIEUxKysPZ0YO8AdHR3G2gCYMfRpiipAA4zftC7Gj7DNsSLHr+67rE7JTnqAoUSCSc8STyawuq9T1yOu+XcT+MFrTd13b9OiicZjMTvwEmmaWp86n+fy4CE+XV+vtdhFTNyTNEX1kRMF0NpufhnKSXQ7VpOIpbbdQxbZhcBmKoW+HxXXbdG0boVLPTn15gKDkxFEzPzo8u3OyunraLC5j341j9DpBzUZF2/ediP+MSKsRe+pqjz322GOPPfbYY4/vhzd6nffewf12LsYMxJyztUOynlJyw8Awrkp/PKtzKWJtRUURCuc8CcGGoW9yTBJ2n2B3lauC2Myyqqpa1jGeJRoNgqGSUAVHUXLhu0IaVmjsYtv2a89omnXbtkRSV+Wk8kUBZbio06pM0xkBGIaccs657fphGLJmmIFMCpIK3qigcsYmk7NJMdv2y6HvHBmZxaxJkZXAblpOKoeocCyOHEJBIjENeehSTmo2dop/ryXnr0/B+yvI71TNvK/sEVXqky7bbt02TNW8LA6DL00NPKmmx2dFXU/brs+IopaHOCbtA3TLfmLZqI9ILdpetq2iS7P57PQOXACxCdQVXE9DWfo49EPbpb7earPergdtTVJRuUldiQEgVxblpHbBg6jtuq7ru66/okY2qw7DQG123fSomM6wzRyIK3aHoZq5wie2TlOXBXAUoauuXZ+/XH715Ory1fr+rz7/6OP7F6th83RFIBFvZjshw7cP2ushfp/m6nYQ8q0z7TqsEfHbi8LwdQJrl9w+tqZLcVDNAJBRUFFSJSgChbIoeTYpJj4z+tz3eeiHPmQLMmamEY8uO/A4EetNt226nEFAFdy0KCNVlVV1MfHTgxCKMbg654EZPnDfdtO5/Pxv7n/209Ozw7PD/t7qi/7xZVVcABmU2DQolIwk99R306IIWbXnpAeW63hZr58V6+f6/GGfGXyIVMDVMwpOXU6uiXmItBmGXLZ3a/3w4qvF1bOLR08vFx0QUM27+siXB4dgWGJACaRqdouBoHcG8YezV9hll90sSIAAEVEIK+de+82mbzeG6CoOE0+eQExZhLisJkURAI1d22+3Q9+HSeEcE0wNYDIzgpnaarXZLhedDgnRO707m9wrweCSgg8yOTqiqug0D0Of+zi0OXWp62PbtxbqUBRF4UycsBN2ReFCUalh6Pu+7WKfumFYN9t10ySVoihm1YzzIOAMH8Mk+qJVzXFottvU9RJibl4hd0PbPfry6RdfnH9Yzx98/ktnz/zjPw3WZySDqgJkhJuGsD+Sy+y2i9De92ZhGOV1t1ek5jxsmk3TdMOgkPKwrmuBcHRiIsLmuCgyGDGRmuasKmMAI+0a8403VMQQVKUf8hAHmHiJhWBaQlWR08SFg6IuSPrU57Tp2jXSpu8ijCCudDx1VHkkc04L0uDdjKUybYchtU1c5OiG3BODDJ5mgqnASpFBQvZalDAgJktZUxp6Sk3XtF3MGQZHVjkioeDFJQJcVc2hz7Fpur7LWd0txtbMYETfsc3HO7B3N6B/3thTV3vssccee+yxxx57/BDcfPR9R+nz7feDiWAghgj7BCHyIdSxCKUvHJGpWowR/dANYGFmEGAZOTPczi4xvuxNfrABasgGEENIKRISEkd0OQ9iuR8btDOpZcrREixF71xZFV6oFHXGSXvknliFmOHhCgfyJEzC7FgcTHOKoEEcJCkrHEmgQuABETWfsyciFjXLpnBc12Up0ARmHdObzSIwqHUxdykndv5NivG3GC3f8+BN/vP3SKC5dVrcoh6Dr7iIkELJSyidd0TqmLyEMoOR4pCYpJ7OJvVERG5ELwrIzSuLGZvJEI0wCeEQot47JwCGbE3Soe1VtZvURSOS++jZMXHSJAVPDydlHXZ1MpEPnj1nTSwUQrCsOemQNfU9lVIdVvAZLkeFmjEHx0WwUGYXooVsIeeC4KnvNi/Pn708f7EiP733Uf3g04/OpgcHx1N9tkpqxPw1rum9+NrQ2tsx7Xpj2PsGLRxuZY2/o1W8dSAx75aOmhfxAkdwEAdhYyhMoWYKA0FtiLGLKWTl178U70QsTPDsShIorCjga/DI6zKNnsfYd123HbOZum6r2isyhzw5CvODMpR2fDDRp7k5j5N54R1E4dW7LM5AWZ1Z4VwwHpadQ1Hq7Hd/eHH+h+XqYbh8vhli+5Nffjj/2D751d1i6iL6mDoi64e+7frtAvk894+aP/3mYbN60eaLu3cxuYef/vLDk3un8HVKkXIKzJTtdv7Ru+ljPzpG+ZsBxMxgzmwJ2keGVnVwpVDgTObAhaumdXhBPKRkMCJYzpp1TGhiYtupxUaWn8ww5NxpyqQiXHspFZaNwRBC8JkAQNTQdNp6hmf2SS1n7VUTIRNngxpiTCKuKssxRF2IU1J2nr3PHZmRF8/IbKwk22yNGZcllwVg7Xbr3RDiutteXF53i2Xnq9MHn//87kc/aa66elI2qR/6xjQTxn6LhBt/8Y+Dm5Xzev9598yvWbIb2ZUaUsrRACKBUBBypqQDOIKsz7lLKQEwY9r5SumWxnFcFiRs2Q0RMQLGYGJKTlJduKG3lFMpUpCIKihr6uLQikZNKuzhC2GiPHCeODNRInU5SzaBeJZClYYMBQ+26/sQ2wYpls7rkIWoDJWTAEiKceg6J5U5pyAWB1JLiphJMtJgKcUh52TIgJBp3hHZPx7+M+KtsKeu9thjjz322GOPPfb4cfAurfLXPhePChGyMUtXHQNKQ2c5sakRyDB2AR+ZBZgaTG9n04zeuPF11DSbAkZEUKgRiRsLvAI7zmj8rO7ABXGAOpCwDKlt2yb3vcsFuewc2a72FGTzZqzGRmS8UxjtBBQwywYl4WQ55QiR2vmg8DsHnRplsBkbABl9gXkgiqAB3IO7ZH3OkdXvbpx/K2/17jDfWPT4n8xXvTMTN7WjasqUwSgMoU3UEm9IC5HKC7Wa276AeLBGzWpGrASzLEQE2Z3MPJsImOCgnlGAijikOKCoo2krYs4ZkHLssw6UTAxssKyjqiOq9mZJoAzLaprMspiJGakJS/A+ixuSJTNjjqoZiESRZTCf1cVtzJumSHHCeSLg3K6Xly9eXqy2w+ndD39y587nH9yJy5VzUCCpvjdJ+q/ja1c4jbSS3Ram3HIq2Y34SsnePPlrM/vm8h51WuZknBzOytEoKTmFskFMSMEwJhvD44zsNntGRgQmYxiIOGekCDMlAkhhWdgIkZEIyArN2ZCM4GsR76EOrtmkV6W7W02KmPJ2gyLCwxeKSi0AIEnErbKZDANdLZr/+//83ZP/kF/+wdon3Qd/d/bf/tuf/fTvp6efE/mN0lDV86Ku1tt2iN3Qd3/63dMv/o8/P/7tl3qe+Q7+u3978vf/09/OflJnos0mFWSexDSDFMBuQ3hnDr7HzBnt2rS9mZ3dn7fMzGbGUFUiExBADgS1nLOOQfqAIwJMVQHQGAY1Snt4p6Mc94pxiwOUCYUPdTVhcmZCEow4YiRltNfc58hEAeSHXA5WGg8ggJ2rsisjucgYhCNbpmxEpslUocRGMDAxkQBOTQzOwDtJGvPYmFVYQlVPp1PnpawL6/P14vrPX1306j/92d8++OTTUE5CcJMiJAPFLBjdej+yt2zUFX7NnvueibS3ngIoMURADHEMtpTzqMQjYmLWUTlpuruRYdnMvXs2gpplzZqVmAswq7EBQ0RMkXa9R24C7SzDMsFYWNgBrMYJlGl8VXrTp5WJhJnZiWMiMwIEcFJMwb7ve04pxUFjNAWIoQoApjA1MxjDRDUAhVmvWQXwwmQ68obylvHxO9zr+C8Oe+pqjz322GOPPfbYY48fA9/nBq4SMmxkKqJZhiEnUhUiEIkQE9Eu/d2gmgEdiYGxlr2pqkjN1NQsGZJZgmUARqxOGAwlx+RBY7XAUG/mlMQEKqZCSpQzIxsnIRMQk2gmxOQsiallVaOsYwlDQsaAUVI2EwKR5QRLjiDEZKTqNTtQAQ4KGuU5qkmhBjWLQAKSWR6VGreHkb4pv+dtZQLxbYHPN1Qy33lSDDAy05TzwNmgklQGuJZlKzQVmjATwxmmoSggXUwpxqwqYCNjqJEjIzKwERsLkFXzqEQCi8ETAoGgwhDHwsRqbOozOJmRquaYU7QcoVmQGYlMyYghZGJZNDuDQAAxC6qsGWzMRsywzNFEpQxhVkpdQqZspTZpe9X1r86fXDz68mK1ch998NNPPrtXuq5ZPVeJI400UldEGF0+73ECvj24rzmUr9Efu8iyW9TUWxNkeovf+Prcvv7GLBMpE8McNJAxoEYpoyO0YCYaHJKDOgIbmIhozFUyZkAVZkRMICZH5AAzpZyhCiJjMRoLZTLH8ALh0SkHzSkbyMm43uBi1l5tYKk0kyaQQYxdtsLUmQP7zJQyi3hXesP68GDWn2g72XRzlIGazXJ1PRz2xYR6QnKaJJHP1dRNcIiXRy/d7FKKrDUOK1CXFi+uwhmKunQFezK+FYL0/Viq746vLSUiBjIAM2OA1Eb2OWmKSFksO1aBmuq4QTEZkG58y8hGbmyLOF5PCZQIickETlAwCqGCxScFSCGaxKIZEYuRDBqiBZAyMQmoAJXJfCREpsiWyEiYCZYzA6bQbICYiqozBOLCWBQyRncRSXCFJmub3pi5CEmGrs/nTy6/er7E5PTeR6cHx4dekndaiM2KUAjbSK/Q7QaPP3ygjYj4Ztd7n4bu6xTluB8a1Gy8/WDCDCTkRJrJwACNC4FVLUJjHi2aO4/g7oVGQouhIzOpGYYAOINXo2arbCncPM1opJpVLWfLCspGUKjC2MyBLLEoUxbWkQtWy4ASElmCJZgBDlKCkdXIdGTNGIacCXAMWNQcAQACckBgcgQjc2zMEmQkHY1MDfp6lAj4TxKT/88Ze+pqjz322GOPPfbYY48fDPs+2h+CETKQmYxvCANxnojVjMBQsBlDTRWQkcYyg2IMUb4V4Tv+Egwgmw4gc8xKyAxmIRWOIsS7DHnL0MxwpMJUEjKbC+xIk+qQcw/Loz8QSIzInMFE5AwOCtVsFomglBUazcaceGjMGiPUpCaeaZ4g17ACJLuGZQw1TgbDSB2wjLII2hXldIsKeU9V8vaP1G4zXLe0O//UeuamrZ6ZEimzjV5OIzHmSJREeqZ+TBUj1phEzRML7WgF27k2d1UiA2wENYMZm1EGK5OxwlKGwoxUhck78gESsnmwsBiMBOTJHCkjMRIhkxlMyATmTFkNGVAxeDLnlDmpqDkDg4nEl5VVJr6qQjEN7LTplu12c/3iyfZPv3vlynv/5tefnXx4iu5x/zL2aAmZCeN1pAbSG1fRNwz/a/7wDXt1czDRTj/4mnu0HXOxG2Ym2M7j+Q7l9fW5zapG5IkKohLUqGUSZU7oW6aO0ZN2lsejaaeAg5rq68AmG4tlCBMIIgwTgHLWaJRGLQksa0o5AgphlxVZlQGjKMKOjbMKMRRMIgIiQI3N2Mb/ipDzSZWEoTo9Cv/9//Cvl5+k65/Fl082z1+8+nf/12+/fIH/sfzsV/ODyoOaIbWNaH1YHFaH7pd/R3dOivWv7/RPti+ePf3LH5ePr//D39PdX5/8ahKKlHooiJ0pvxZZvi1T+55cFt1qUDB6+d6dbOadpJFI2DB+AQY2ZU2iSSwzSFhEAOiY8a5GREKElDk4IpgqxIAERMPAyKSwJBqZzTFYGJlVKSsjkyWzlMbYI3YgYTJDzqzOqYoaFJRBKjt+lGkM0gIRmxLgAG/mk7ICzM7GTdTES5GibVfrpuuut6uo2+588fjh4mKVT35+//5PPj6pedYvUm6a7XV58FlwrCmawWD6dnvBHw7it+du50t8Lb8yGymbm0cNRqyAZs1mZqYwZVPRxGYCcsxEljUSZzjOmrPdrLQbbutmn9LxVGbIWWCFqtNshRPknevZaHyfyUDOljMhYQyQI2Yy6xXmuCMeDD1sABJImQ2WYBE2wCIsw6DGAISFhejWO51lzWkgBJHxkhGQI2NhgLyQZ3OmRODd2+t4zOsh+RfGW2FPXe2xxx577LHHHnvs8f8bbPRcCIgxei9GNsRgu3JDdBcQDIx36se79XZDF4zVyO4hgTHDOw4wB2VAjEnZEXlxLrgx4lYZxCQMz1TCgtqQ4aOZESkI4iyxZtOso6cRsFFJxMYgZ3Bqksd4GWKmxEhEGazqMAgPCE5r4RlzrYlVkxqMkE0HJSWfzMFE4AlMdGPqwTdHIL+TBGO36KKbI15/83ZJ/60Vzm3TpZHdsGEs8DyOoVHOmsEKStAMJWaS0Z9ERHzDfNHrHolkGG01MGXthXpYmzEMAJgzh5xA6jg7ziRsjo1GrRxzMhoUg1pvOREyJ6WkoKzRoETELMIOzAYwwRF5ZjGDQS0n6ADtGK1YlETcc7yKi765XGxepsqOjg8+vHf64MMHd9t19+yxqCXOiVVv6tXdUBPtKsP3EljjiPEtx9mNxU9vT8uO4SLS1wSWvo4aH4kAupn5293VdicTYSYZCVwzGGmygdFnsoyeEXVXkZMR2PlRoTheQkxsIBARjRSBGiwbVMfYcDVKil2IDgs7ARSmAvOmaqoiKoiOweY4M5loHhWDADMxMcFIs5ghD5zgYTlZ3Z8c1R8cT9JHfP7F5H//Xy82v0MiXD5u+8+L2WHBkmPunSvEkvPp7OPh7IHh46P+i8P/+O/bP/ypeXqFj3/1Yvj1B9ODQKZAAMTA9Fcv5Xdn6gdotEZH4U6vY8TEQsRGbELmAJeUolkwzRpzJpjJSK4DwEjPQs1kZGFMR/0OEZRgzMYC5gyLOadx1RtBjcYbAMziPViykakDl5BCxWfn47jXEI1TybYz2xJuFgczs6ghG+loVKTxCFNTYSo8OwzD+vrVy6fbL8+3C5Th4MN793/2+cd3XFdftEmbpl2UNDDn0aBtI43zo2Zd6ejte4tpf0MOf20jNAAUDRmjDdZGGRhlVQWBoIakyqoGZAPMhGUUwNJtZyiBiEBmms3UTFUNxmqUAV9CB2dMMMqqWRWOmJiJCQywGgGcDWCwI0Im9EAkzgYDmIgdM5OJAKzgDM66cwYKqajxuH5AzCLCrwk8AgTklfyQQQ42Zgeqkdp4l4eMzbCbiH95vBX21NUee+yxxx577LHHHj8CyG51G/zuEFjQMZwoI6nB1DEwFvTsTeVGzLWrIYnktfbCdBdYo6YEIxKmgqwinZAVZDf+NRQGR8TimKDIiZRhAfDEXsHkPELomCehgC/ZKqFEJCMLYRAoByIFOyNwEcLMeKYERxOhRUDMoiwKylE4+0I5qDmCEyKlxDwQwSxnWFIYvHEJBFUmcixvGiZ+U6098knfUK4QjN8+9u0zfXu5+VZ8EKkR4MjImfNZfJZCJRiJGY+SKCdShSQUd+a318KjMaEaBihBiQHHql47ShtQqz6nCijKjMqUOIOTUDLzeaAhoTfrk+ZsLiNk8okoIakNzAMYSimTJeIEJFimqNwpBidcFgFsGYgYIueOdON06fLCtgM1Trebl89ffXlBjf9Xn//qg09/9vHZ2dT5bRcR6aieVViKqmMm5pGpfC0veTf/ascz3a637c1TbqirnYrnRj1HClNTQLBrmSbv5Lm/VhXRjfOJmZlJ2RIjjYqwqJklJ6HEbOzM1+yhI6PnhGgMtwLZ7sIXAnEijoqcbMijlIU8EWdLGVE5ZXMgCQEA+i4CnkkZAyERlNWcerE3HKsaspoBSqqclaJRThIVA7ucpendpphVh8UBrLj/l+OD/+fR0HB7LdtFrCfBkI2SURftWlm5viJapmuZn979+S8+/c0/PHn1BbbX2CzWkzvBleUoKfqGa3c3Yu/le782vt+EncbnneNGZ9nNNL7mPZjMs5WitWjJKgQyywx1wBiDBDMjZMKAHIjcSIcaERgkGS6TG9AOGJLkJDmymoDgxLxXLci5cZwZ6jgjmNWKIhIPTD3bIOjJkiopxMiBxCA2SorMLBGPI+xpXM2UjKJRNMRsgzibljyTNO1XVxfP7Wp1Up5+/MH9z04O71Qyh8bcKCUJFtOGKZfBWzYQSOAY+T36tB+AkR+0N/0dvuVIsOpO2cYEciwADUYtOccZjMHUAeAiRkKXCxJRQt6tqHEabyixHUWtllUHZC+OTGibQJadUEyqpgQCROAdgqhwHhc6ZbBSIIYZMVkIzMIGQeaciCDCfuT0QQk0KHeZYGBGQahAkciPPJdwYHjLBIBZQJIhkaAMERXOgdWRQRUCVcsp081mAR5t8V+/+sc3i/8iqa09dbXHHnvssccee+yxx4+J28TJX7tL72FTsx6oQK4bGkQKBKSoyYkfE2agWbNmgIkZJmPVzwAxogG4SadmVxQHpvV2zUR1CCUl+IhCXMFh6GPTNkLQrDmaoQAHck4Csq4b3abAjRmpeBXLVBXltK621qTkaz+f+QxbFUZEYghKs5hh6pxGtcXQLuAVhTlZD2YAACAASURBVLRqJmVRzbhb5NzG/hqiTrbQRpRD4ILLjUJCBRcMLOKF5b0R4a+JqteUxtfYq9uZve/UL99JcPJaQITXmi9y4EKQSvi5lE1EaHOduEwp6ToObZPaZ1evLpstF+jMomowFpZRq6SvVUvsnZ/Mp1YipuYKiIMMLyMKHTw4KouJM6dq675dpm32qS5IxDGXOfuug8GpZc3N0FynYUKOtkO/jnmTtbMsFfuqb7qLzfZ6SF0fu0EPMvdZk3necHquywtdbrEh63Rx9fyPf940k48/n3bXT/70Dy+++m2T2hevvny2fnzp+9heL/70uz+sxGb3T2fTycS7wpHwjebGdn+OY/+aoNUbZeCoa9kdS/a66eONgXZHYanpDRdCrx2F7xo91QzEKdu22bIGkSH4GIG+TYzgfJX70Kir/LSXejPgwIxYc4pxUIESe2EHIzXthybnRrSACDllBwA0BB1InWakPg1KZdN219c4vY8ilFB2IqAEZALYWMyxCXS0zkENORsRSEwpGZORkFcSZO0G3WQkwhocDz742d0Hd6pidvl0df2qH2KdOXBZ+MJnssydcT/YpeXV4dFHZ+F+XrbTSTGb9JroetXPksydI/KWRs0JvZfC+icqq+xr/3hXmTXOs9rrGQURKeCciC80S2pZYjmh2ZQQTFgjZS4YqW0Rk4BCUbi67CXWjs3UlITEyKlxsoJD7ee55+1Fc36QV9vURsOUqzKHIqWuSZw05bRsty1ZNT/WzaJpUjv0fRFb65oMRWbVEpSJKWsaIkBFWRKh77cprgxbI0u6ScO25MSIKTZGgwTr88a1cZo3B53f/P43j3776sHJ306r8vK3//i7x/C2dM3q4vo65rhcvHrx7PHs4f2623BV3D05qStPN67gv9qC469izLqyG8Mm7USI3zZ3NiatgQDSnJCHVm2jMnWh9K5wpcQqZhaZZinTtqGYPXs2gHe7JY8CJmXAlUU5m5ZCXYK6kOGwTSk4hVjTtFnVix8QPE1KmQS0QbwwgdQcZwvNBhXJuGpTtqSCGPpOkIPAskrKEXGDvIBrRnuqSB3cbLFdamYUpWZrm0h2NKnn6+CIFZZIWArEEgPnSnMozFFCjghShtKJA3ate0fN2nvuZ3wjb/UDVIj/PLCnrvbYY4899thjjz32+MGwd3xqf/UZo60MNaP3YRqKEIK2nJwO2mxQjl2W+ti1Q+wBRRGKsiQRvNbFZJBBd2HtaiAX6qo+8sVcG7TtJjbN9KAuU7bYpa4fYjLQdDItqxlL5crgK8++g1508aLPTeq8c6mk3Ddtu17nOCAzo66Lw9q1A3HlRGAppba3bYN5gSLFfnO5WVwkZEwmcFVOTlict6JM9Uyb6xeXF1/cbT8K/iBYFo2msY8dCK6ui7oW4Z1I5xbPdyPY+TblyA+vHneONpjR7vVhEkJd+n5el6fz6bJb87Yruuzanl2Thnbdba+2q+RYitAzsffCNHZYM6FkcAwwUnbe10WRZqWbVeKatuk3L5ebSWiOvZlR7nPfxWyw0qEuwrSclOV0MgRX5CauFs3QDhqFMCA2GmWI/arrUB2EgwOe1sU0xdCL6436vt9sm1WMp+p7swxg2W8vhzUKSwXa2K8X6ydfPfzLw9Ufv/jD4enM+2RxdVhIWmz/9O+edO302v3+K+vnf/7dJ3/7i1/+8mc/+eiBTCbCr8fnVk74jeTqXaZwJDrU8m0l1VsP8uhXgt063evzmBEzm8FUwazKwzB4DOwHX5gyhm3WVlwxISua3seOL5vYG6azsigcLIswAAaxMYgNlJCMMvkYJj7UzgcQA63PDfMkEPuujSmZGmVFPcHBfFYET8hjWP3oVYQS2ViyQ29S6InBZCBNOcYUnfMMWDJjioreeBoq52ZStuQ8xtT+UHUmSr4IpSIpYj/0TYxBKsac5UjBJDOjPlkwV2uYtIoCOobIwxTQty75G7bjvfvO+35+SypHb7jIt4648czCdi4tIzZwJjIvUhbsApsEC5NcuDVcnYFO2xzbhlRDCPVkUtYVe1bvEyzbyLgIgWBiVKuUVDWo+oyrZfdqsV2stx8fhlBpwLZtFishKsuCi+Am02Iyy2XtnFSlZJfXm6vttiuLIUCl7beL1LedeB/qupxOq9mkHsK05rJMebPcrl/026sj1NCEFOPQdbGJ1lZOpi4XzWJ48tXj335x7q6PTucSOstLtq2HXr5cXF9ssJD/7X/5n//x2V/OfvLpZ7/8Of/qb8LduyHcdBH9weyV3gRR2c2pDPze2LHxMYLABOTEefEiwSCxT8NmyDVIBELWdW2MWtWHQ/YOWggHt+OabztyAS9c+aKeTaqiyP3yKqXlMGxdFheUPPWxa9ptTgrx3s1KP/O0KbwvKwdOfepStNwDTtS067qm7VMShKNJfRb8TERICieCiUPom/a8a8/KyRFli532XdJMKEofPOCDn4dJWxTCEkE5x23foZE++/Ukr4d+rakvnGhRTCazqi7sa8vgdXTWvwDsqas99thjjz322GOPPX4UvBGRfPdUFFMA4oOrKptMUlwP0i/S1cuiPAraaXe9vHjSbC6IM+aT6cHEF8QCujFK0Nj/yhFAYEs6FHM/Ow4X7XLbPhuae6V9ENJ2fX2+uTwfYpJQTo5OJydnMptzmX2l3q+Bc+ufNVePJzRzVZwUsb1+eXX+OLYNypP57NRxoWkbvDuYV4XXdlisly/86vj0DBWnRbtuNuuYDeWsqI8LqYkA308P6eiUm8V6e/2c2uVkVvq4Se1lu3zVbRdAms4m0+mEBfhmHuqNKmRX3b1htd6r1fong24Z1QAhV4Z6Orf5EeZzrRYRfbc5vw5VLI+i9t3Vq3Nj1AfzVJa+noSKzIzIANKcwaIEBYRY2feW/JTv3J9Xm7VuV93Lq6nXyRGjS0+evrharztwdXB6eufj2fS4pPZwNgmSMWxp6Jbnr+5++mA6deWgeducPz9PwPzs9PiD+4d3Tor6Opf0wd3DeyfXud00Fxd5eTY7kUmkxaMXLx89N4g7vVuf3duybzmEw9P4qHm1uFjmV4Ub0vb6LNRFJ7npu6i4uMRj31DGtHjw4P44MNl2ZkC7xVTZWyP39S8AY6fL2wfvcoYAM1UD21sNJW1HBY15VEYYs6lYOBR1yRVxGV0JYrg1Fn++PvhpNZfDruHnT89X29VkjsOTeV0Vs2k9KYmsozySXySOQxEoR0vwpZ/MJkeH84FX/XWKlzwpz0qb9Ru5vtqKc/MD1BUfHc2KIhhagGFkxrTr58gKNnY6BkaTqJmZljLVQTaLLpJ4ouAnReUid04qTfW2ycv1Vko+/fDo6N4Jl5Omp22yfNl0bRdKqScTcaehFEsn67W/Xmoy3yd0cSjqWopCoWoqb9yU7wYgvYe3eiP5/PqaupmonVTzG4lh2imtxr9FSTI7LQJVUSpUFXjYrp88n59+LPMVT4bL8+svv3yYgGo+Ozg+LArHhtqzGEhVOKiO40ZGQeEyD/VBnp4KbLW4PL96/uDU+MiG1cXFk0cP+yEe37l38sEn5fRAHGYT++CsuH8cnvddXpxvnnx1dnAyR27Pz59+tW6G3s1n1Z1TfzQvDqcHdDjcOZpOKFyt4/bl6uWTO3c/mhSFdXT1cnlxcV3Pp5989tnx6bEv+rv37x/cWTx6dLVO1162lFbeejGslx1aQl7Fh4+u+s3V0NdHB59/+pndcK5mP8Lmw/TuZOJGp7vrprGT2o0+PXNmjsT7uiynUtQJVefQ2HZVxDCrYlpfvnr21Wa74oKYivnxrJoGu/EJsowdOMfdNgC1SOW8Kytd8bJvztP20qW5yxFD2zebZrvOpiinUhy4cu7ywlXiSoO0ubsYtpcHh7PCJ0vten213m7UHE1ODg7vFZMj76HeTSvP00BB+8Wz/vrwtPY2XK+Xz4d+aejZ09HB7OT41IVaEoeQgmvggf7F5sXTfDzIbBk3i4vzp9vNuqpqzA5CqLzD8M5Ivk939d6f71VXe+yxxx577LHHHnvscYPXpcKIb/qw/JrlMoA4h0J96BkrjxBXz+LF4eGB3J2VXR+/un62XJ27MKPZYSg9eCAu2EAMFpiCFKpi7ECm0vW4TMUlpinZ8/XyD/22m8wlbl+eP/7q6nLh6juYTHoftCyS27CLZWgDL619YdePSA5qcROP5eJ8c/lyUhX16Sf1dJrMEoELNzuauhB1ex7bh8P2aFv2QRYpx23TxZ4gs2l5OJ8eVlNLgIUI7v2kmHuHZu36ui7by6vni/OHTodqUpfeF0VB2CV2fRe8q8Z654nvy2f6xtO9NuuMaTAMY2aWMpYnQ3nc1cs8dKvnXz0t59XRTJvF8vnjp8vFkp07PD05PD5mBzB88Ka63rTOl1JINhCYnLfa2VwO7k7PLmq3XNNX56ez05OSty9fPXz4lxebFU9n9cG9eXVnWp5W2NTlcHrsz+5WUx+35y+GFwezqrJVfvjHZxevLspJPbt7Vs8nZV1O6ombHRzO54eT8mq7WXz5cP2X+WfTu7Pofv/Hpy9//7TGrLp7NDn9aPLhx8XJQaw/uffzzap7hbAJ0tj2qugiroagrx7+eSn37h796389+ezBnZ9+cvfsNHhhAd2Ipr6mA6G3yZFdmvvNDL7PgEavjWky9m680fSMLtCxFyBGRoAJGFs5Cgcxr26K6RFaIL1s0+OiOJhNp0V33V0/vWBq7tyrq4mfTMvZdBLckHpozEMelNlLyGqagSGxYj6fP3jw4PnFl8+/enF0vzw6eFBXx13Tvnx2vlhd11NMp2E+r+uqaLQ3c6POhc0YAuIIRCIlKIPEAbCs1rsyHz97/vJPf/iqW69/+YtPfvqvHswOwMnSWl48enZ9dbnprlsDlWfsixzp5cP14y9fXp4vP/74o7//b349v2fKW8oHmy2/vFhfr5ZSYHoQWBJyFE8Mu1Gpkd1oO/8q+K3q/ZZk7o087psWBN066LWjjRN5dWX0K1RtqJp2/ejx7/9heoiz/0qOw/zh6vLh85cXTcuzmZ9WIchUEAzIcMagN1cFM7uiqGbh4EjunAS4oX3xLL66mN47o9RdX7/86tmjp6+udPphNT0JvnYuuWpzNBvuTHM3dH7xcnhU4iQd30E3DOv16qprUl3IyYFNyyhIwmEynU3KabGgbnn56NHd08n83lFc8ovHq6vLhn1dHJ7Q4Wl5x9//N//1r6uPProy01ZsFdKmyp1t2hcPX/zh9686O5z/8pezv/l89tH9Dz/8cDKdgnhkcn8c0vwbZgAgMgWBRmc4se3aJjBMiH2ovKsUbiuyrPJ1uX7prhyly7R90Vw9v7y8bJTq09NwVA7cMzkATsgJZyXd0Z0eKIwCRIpaqIy5fcXNZT2w6LK/uthcvNqsV67y4eTEijoXRSETLchchHRIV+3VF22JuWvJNtvN9bbZMLGTkMmZL1xZJEeMJLGl/4+9N22S3EiyBJ+qGS6/477zZpLMZLGmqquqt6d7R2Z2R3a+zB/eTyuyK72z1T1T1V0sks07ybzPuP0AYKr7wQA43MMj8iSLJYMnKRke7oDBoHaE68NT1dEJH+2bw8fxWjt3T56ffL9/8Cx3x3HU7Xc6rVaiAFuEoYZ21AryKH8YnP4w6LdjVTfOHjx+vn94auLlpL9ig9AXMvGp3aVQBwoRn833doboXYi/MrVWQ101aNCgQYMGDRo0eAfQMk1MnVU5txZSWVxNCcrGBFHcba1uLfFkODn9dvxEJ+HRs0Pz/Ojune/vHA1HydK1aGk7ihPRNApYMJmko/Q0szyIo5YyTTQAWwmsdLi71+3g6OTwu2++etSyD7E+OHx8b3h0lOdsWl07GKTGHk+yVmLag9bSamtnt3vqstMHX7jjOB53h4Pk+cP79+497HY22ytrrhOPW3HW7gzzJ2nson4e8SlNPh89OhlqCN5/ePeHg/0xU39t5eryyo4oUuKg1wv63bjX4QdDjA9Pn3x7evR9Eo5Hx48Onh26vN1f2kj6Wxy0Xst7qIeqqc+jQ3OP2HX215fnGytFcn7gglzzU5O55YyX0/aLDKfPnn7yWZy32mny7Ltvv/zs28cHI21HG9e2l7YHFMJYmoxH2XjiMrEcZKnJc6csGljtRLQax8tRr8WTJ48mf/q3XHdG63r/zp1PP/3iuycnvLS8eeNaf31dbEjc762n29fivUeU6v1nX0wehMOrur7/w/NPfv/5g0ejwdbm0t5W2ImDKALasEthq7uzs2afnj7/9vPP8byPvwkT8+izB0/vPAvQa62st9Z3WrvXjNlevvrbX42DDMdjeRrokZnsnzx4+PiLuyeTL785/H7rvWv/63/5P/pX9+KVXq/Xii2j1H74vNRa2ohmtW+VgeuMiKJgoMjnI/OaNA+o/6mEMvauHsZWCKYIDEDIjWiy8f7SreHlr764e3z34IFLV7IkX2p/8+WjH+4cc4i15XZ/1XT61EoM1AxPNT0VzdjGLGxyJajACqI0GtD29Y3j/PndO485bnfiy4eJPPj+4NvvH5zocW8dnQErjQQGICAAjIoVyUDkWFLKUp0ggwgCE7ESVN1YMQ73v0//9H/dffYQwUFvq/ser7UCmId3Hn3zxYPnz0+RZEmM7qoNw+D0IDt5mD749PDf/vVw9F7r471lm/SeHd89fjgZPXr66PGLiZtsXcKtj6+sr3UpP1EQ2DDbusDqrD9eHw4qNTqz43NmoM5HlUGOytJ8AiIOHId5mK+9137/aPXu18+e3vsfvc/y5WQbJ/js07vfPHhml5d767vdnZW4H3cTWIfR6WQ4ylPhVBF0EhuDjLFBEC8nG1cH156sHB7kh199+ozjYfLByfDO55/923ePnkzCztbV91a3dm0UZXYorXFrA2vb/PzwcHLvyyMc7WcHT7aDox/ufvf1kwni7RuXV/fWTGRcnueC3tLytWuXJzDDk8MHn33eM6E+2z794f6TL58enejy9pXNGx/SYCNY715dWereSBF0iXPKj5P0lF48H965/6f/558fP/hE4rVf//t//8F//g+83HWhWV1ZiRN2eWnztyY9qMx15c3NVHDE5apQQImpOoQAIBREzkbcTsKlOD5lTh+md/9wMgyi5fFk9Oz5o4fHxxMEg/Zqv7XeG8pxKBQEZjSeiFNjIqKYEBmi0LRN2FUb9VcHk9Hzk/HDw+/+MOCdOJrsP/pu/9H905Nx0lvrbO0ESSsFLFiNabVD01bNnw+f/HF/cr+NFtuDB/cf7D+TONlZXt3pD5YpCClpc6sTJK1OKyF17vn9YxqftoeCwycPvn788DCdtHv99VZ3TTWGcJi0kkGnPbBZdpQef3l0NzWTZTOID549u//g6Ggc9Ne2V7YvJe1WUWzQG6qw4avziH9lRNVZNNRVgwYNGjRo0KBBg7cGzSSovuDbNOn0AC9GcIgnmoT9zd33bgX6w6Ovnjx7+OLw6ecZ6Yv0dDI5Qbff7u9u7VxfXd+Ok0h1PB4/2X/x8MXz/cTubG7cjnuRDWKH5HBC2l7q7V1Zck9Pju5l33z9x6Pvn22uT07Hk5RtuJwsr63tbUfLq8ZEeX4aBq2V3V3K9u98P3zy+Lv0fvb0XvBdHD19+EhOpbe5EW3tysrgRWBsnEinJf14+7215Mmjg2d/fPbgk/RJV2T88N4+mY2l1avLy5f7S5ti7VDQTpaiwc7S1vHkUMfPnn3+r4+H+bjTCkTc8akZrO8MNj9c3v2FabXFP0XXQnt1ni9Sr4NWhNNokcUFM9lOdKbU48W8lRKICQIVKeIv7RiRCwLeWrr08VU3vvfki8cPPnv45NP03r8m+wcvvr3zwA42dz+6deXX7wVrJuwhsjh8cXLn629drr2l1aTTt2GYxDaLwzy0yfrSpfcvn7wYff3nJw/++Z/Tb/+cdNy9Z4+/efyEV7av/+7ajb/9MNgKH40nQ81Dm1/55cajg+/vfPPo6z//+fm3nx59vXdw+MOXn33b7+1+8PH1rQ+u99dWlDFCFPb2Nq+5fNK2n3396SefffXF7w/vf73a7X3x6ZdHGq/evLT34Y21K7uu3VETh60wFoQchxrG1AvzXhKFz54fPw5l3LOysdTf3lzf3LDtwFoQRFR9YF9lvGrGFkmQFFxprKoANG/82XziVMq3iEhUzi2mVmmDRL2MIkfGHR1ca91sXR657NN/enDvq6NH33zS7d7/7ocXI8HVW5d331tdu4akkxqTTk7z4SEe3jk6PZLuSq+7Id0B2m22nDKN4nWz9l7v2XDj068fP/x/7z/fj9Ise/LovmG5fLm/e3P70gfdsKW5G4MADZgjBQmJYxXOHI9zPYXCKDiH5E7VEUDKLdtZTZZP0hcPv9j///Ivwk5iEDx//PzBo/txP7h0c2mwm2xf6bbjoDPoynLwtH3yrDV8fvfkH//PP218vv7s6PHB46Phi9M0PVrZ7u++37l8Y63TNc4GgHIRXilzy2JaxODc1VJnrCoZls/sRnxuvc5iKDxfYlRZSYlIDVGgCS9d69202zkOPv/jH54++ebRvctB237y2bfDLPjgNx9c+eWtvds3bC9UgoxHB4+efvPtg5Ox662ure5t9Va7GYOJhLKNDzZvDA++/ZeH9//pz5999cR986eRe/zdvQcHI7704c33/uZXux/eavVwwo5aQXxl6ebfXj+djH744ofJs8fDb769F46On3//KI/i67++/IsbO9d31nrtRFOjFLRbH3z4QQb7h0++/OzPX93/6sHS0vrw6RN3emqXNy/f/mDng9vR0rpJ4kSTXqKTMBbjrC630zTqrLfybtK5m8pnFFBnqbOytmSW+hIFgZ0a+h3wVmWo7DnPNqj4X6elKERgKVBNRllI7dXlKzdykuH9w8ff/Lf9H/IfOnmap89eHEed7bW96ys7V5NuSzlnMyHWx0++e/jwaSsZLC/tddqrraQdBjFxpz1Y27p02eD0h+9ePP369yf3o047zPPJ/v6RCXorW3srG7vcbh8fjp1J2/Hg6qWrGJ48vHt3//4fnv9ALx53U8oP7h8j2N7ZWtm5dLW/twtLJxlR0Fveu/4+9Nnde08ffP/k0ZdPnnzB1j3ffy7DqLV2bXX3dnf9RpT0SV0mAXf661d3o4SePXj4w1f3n91rk4kOx3yaJYhXVgd7S1t7nX7kCKJQeg2h7iK82zqRPx0a6qpBgwYNGjRo0KDB22PKmMwIHvTMUbUDRCEEp6Hk7SjYWtol5NHR/vF3f/gzJETSB4VoL2PtZrB8dWXr6mA5JoPR+Pjk5Nmzpz88vHff6mHMaxvxnrGc6WCUnQYhOpvtLV0dH5mnjx7oo6c/DFNCRLbXW+tvXrqxvLUZdPtsIaIT14kGlwd7Yp9+TS9GOBmdHhyeOgXHrZ1bux/+Q+v67cO4fcipc3m/vxaY4XqUOwx/+P5/6OOD+0974ATjjnbjVmt7c+N6uNwftzB0yIZtCXe7a8Ao/u7wT4f3vgNj/6QFxKCVsH994/pvWqsdDVDGsFz4TLzIGV3mG6bqkbs3e42rgmBB3l69gE70eclYASYBTRClJjad3s3f/TrOOu7hF0//dOfF/cMHd92QMVJc/mD3w3/43ZW/uY6Oc9aoIh0O73z99Z3v7nb7K7d++aut3T1rk0xwomQ6/au/+LhtlsbP//GT//b5wQ9qYjw4PRoFfOPXezf+5sPdj/cmsR45FZcstbtbt/Y+nrw4OXz85b/cO9k/+v2Lh8fIQO3ljd3tjz68dPs9GnQnIz2NTGuwt/vxIGr39kf75ut89HD/k3/6IyiaqOHV8P3r27/8D79pbyyPSA2sMnJAWQQBaeQQZWF7FMeH3Rh7a/laLwuYA2t89CYrEeG8RNQ0LbLmp7uP4vGjUI/lLEyvUhBctebO89b94BoyUDjNTZclyFsh7d5av/fN87vfTr48hZgXRzlMD1dXde/22tqlrN2j8fgwT6NszHe/O3h6/2T10mRNOiaIOm2jJkMyDlbsWtw/HK90P+XnT+WTP32bnwA5Opcw2Ilv/rudnRsdGCeUgwIFiSpBc3ITk8OeaJjGndNgCUtLYHK5ExhOOrFa3dkb/N3/8vF6+86T+88//+PXxxOR3GRpepLnOzfxm7+7/sFvd/tLQSviXqfT1647SJei7qeffP+v//338t9jpyadDFM3irr4T39746Pf7SRLOZGLbYeZSSFO6zF+OiU2KpEbaszUXOr2irfiC5bAOetCWZWUVEAUEcO0+tHmynKom0dPP/n00+PH+0//6YkzLQk70Uqvs725e+vG1nvrDjgZnprh0fH+84ff3jk4SffEdJdXJn1HlmBsEIbd7fXrk8ycmqefvdj//vm//N/3h3Y0biWut9y7cmn31rWNPcoYB04yipP+YO9XbZfy8dN//PpPd05s54FLTydD2uje3t3aubq1sdVvxSYQkwdh2mkv3bh+meN/u/tsePDl8ODOg/A5Z1kYBpeur2x++H6ytYVOPMwRcgSLsaHcGEgIYyli03PSWk6TdtDvTAIaZuOeGQS21D+9U4iCz5TDK6MRFw+WaOSkrdFGb+s2bPJ0/N39e9/K+BSPclCCYJBs3bh87XednT21kVDOLKB8/+DJ8ztfPQ96+eUg2l3SxGY5s03i3kYYjvP85GA/PX7+6OTu05MwCVc2nbbD3s7qpY+XNi+lNiCA0Wm1NqMkDtTk48m3z/6cHx48eR4CMfIOdlfbS5tL29utgTkhHKdszXJ/K2rFXZfj6dOn2dHx8+8OIQDHtHFlbeejtcsf9Tb6YQKQOU0D11pdv3E77rafH/zh5NmTw4MjUAtmBeGq2bqUrO11VldshNxNFc1eBPpqgYEeZzenvzI01FWDBg0aNGjQoEGDd4KXfCeu662m5xBUkaNnyKVKrRW3duVkOKLRcZ6adpYsY2Wns3Njeedm0IlHGZDnBGYOTV5XcwAAIABJREFUgiAJw3ZEcRRaBiAwFMTBbtJajcxJ7Fbz3cCkZnj0lJXiuAvT665d7q/uqo20cGRbyssZO24Hu9dWxN1/ET2bpBMyUdRa3dy73d+6HfR7Y8LIBSOQZSSdnQBY2k23n57sBw/DaCA8yGWlv/T+lSu39i4tT7q4N4FkoGgJzGE7jAYY7Ixc2HEi4ljQ5mRnZff91kqHEygXrnaRzbseD3iOgXX6r6600gvOK6y/WKDiB4UAUoECaihHrEGvv9K78otg8oBwEh4NJ/symQRB3u189Pd/f/UXt7hrXZiNM7FCURCsLi0Nj4ZB3I6CMAgjY4JMoAhs2LP99tr1+L1fHx/sjzVXCoIEbtSJPvzNr9cub0R9KwGFEts8njhx2dHqpcu3/t3R5IiPn/ERRZNOT6PWjY9u73zwQWdlKWOCUpriNCK2Qbi5snHzynvPf9Hur+QjGufEvUGwvbpx62q82dOILFMgUEVOuUKJrNMoy8MUcW9z9/3f/ja4OtnevWqTgFjZR/URq2dELnbX50VZKiVL9ebw5wvADFKHCbcoioKl3fbt376v+CpNkRoaB1lrq7X5i0GyzoPVLgVplueqsCbstQauH/c6SRTBMDFFCp3kqdpcY6xeDn/599ef3jsZHqQHBy9abbN9pX/5xtpgPRYzIkOKABAgBzkYyXSspMJZ0MlvfrQs4eny7tZgLTbxhKJgQkOy6KwHl6nTbl364av4mzvPcJJBAyDq8v7Kbnjtw/XNS21jnRVx6VGU2Gs32t1EbbjyySd3jg6Eqet6wYRHV271tj5odzYparONY1FDSlBHyCsd2+wUng8M1GlAZ+Xg+xTvXD945rS5cNszo8ECgJmZKOBwLV6SwdLaJDPvfX/w9NsjzTocLEurs3L18qUPbg42VkepKGWZGxukSTvaWVttR+lqrx8HocI4NhknRC2rraXVbX4/Ofmt/aG9P8zc0Mqo225dunT141udtXZGgMFEzJgGxDZJ0vVr19771WHmItYWUZQS01p39/atlZ01mPxkfBpZE7VaLuEsTkOJrv1u8iILJWWLICIO4mjt9ofL13apH48NQkJIpKoqIoaVTE4sYQvtdOnatY//t/+EpV7/0m7Qadsw8BSh/EVIjxpVIwpLpOjk6ijiwWbXpP3JKQ9Phk6toM92Zf3yr3qrN8NW24Wa5RmzWhN0OyvRyom1nW53OUn6xjAIuUYp2hwsxytXNi4Zi6VH4QAI4u560NlcvnRr5fLHrZXOMIOlwKLvHKcwpu02L0/ExQdPn5yO3ESSsLW1snVzZeeK7XVSggAOsXI/s0nQ58726cY412dPhpmTlOKgv7rx/ur2e+21FeogFUCgpqPBKoeGx9reHA4nS5Iiigen6FF3d+f6Ryub22KgDHUAwCVBi9mnFi835V95NcKGumrQoEGDBg0aNGjwNrjIv5+LB5lz7L1UhQgE63TJcWDb4fb73Y0rf3ty6iaIbHft+VjHFC2tbjqL46OUMe60bKezQRvRytK1kHrd9jIbQKBAABtox2gSmuDype7W6rXjo30CRWFrkpNJBlFvbUhBNtbQEims9pzapLO5eTmL46dZeuIkHedk45Wkt2fbXXGIDMBW1GZZEIaJaXW6W4OPkr38+IDRFiznacvalcFgx4SYOGTOmdyIgaG+4zBZia/3965ko3QyznMIIgSDuLdtYihDUUQL1gU+C1imKoDG17xbaM3FA3Dhh0XGZYIWPwkQAXHM6KXqorX49n9evfnxP5wO8/1h6mzM3a7d6CVLS1miQzlVtYRw0O99dPvWtSvX4/Yg6gwQRmwVENhOhmCseXd79fb/3l+9cnN0OqEg2s/GeSdevraTbCyFlmHAChCEVySQqN+7/svB9tZvDp6mpxTb9a3MBvGgt7azkgMJgwDJ9XRCcE7DYP39D37XWxvvp5SHju3YUjqIk91VaRliWEWkyJ2ICogBq5RwSHEv2In7/3Hrg4/HFJnWcrtvDRn2LAcpkROlKh913dQ+aTSK1OxTtU8hmzqPcjwPC8VdREoEcqqAm0i+srey1r28cWX9dDQ23WAcjFw3j5ZM1CMbJgpyeU5EnU5w6/ZV3Ay0fZy3D5J2RNwWUefSMEYUOXD+m/+4Jac8ejZGrstLfcdp0MXScpjacSYwFKhniygXpI4FJjSx66zo+x+vbN0YULfTWu+aJIDFUE6CaBQsRe0w7K30Nq70dh5v5ojZmPH4xNnT/ma4upMIjXPJJk4ENramu6bdQbB389pHv117+liiaM3FMgmOkhW3tBlESWYsMVvJEslzJiWlkuK+OD84KchXuwQAPZu6GgCKNGYv899rAbdlMQMgsOscdDQ/6u/Ef/9ft7NDF6EXh4Msil07DvvdOImCACJW45C41U75/feuqkS2t+QG7WGAHAAnLV4NxUVJ1r6+1+7d/vAfXJppysjanazTDnttTmBCZHlmTGKxEdpBu+tW3tuOk/Wdj36TSeSoN3I2XmmvXlnhhCYyGcJlJhhHMXOUB6LxynuDrZUbt/U0i8mYXMIooq01WR9whFwgZR63QBVOFaQiOVNnpX/z7/4mvH7FdTsbl3bitnUCJhAVvMlfBuX6cgpQQsqEmMOl3u7yze6lfJxbaovrgPpRa5XagVowCBrnKQnL2uqNdrIbhZ12ezMwxYIThBNJrFm1fbP+3u7Gjrv04ZHLicNBZnrR8l64nEwIFEAVuZrU9QhRe2ltPd4N2te3jo+QQ5wVkwT9tc7aTp4gU+QOIiyaZGHbJEm8ZdbjldbwJBfqht0YSa5R0l+zbQwVksMqjImEBqIsSbh3+9LGJcdkgqh1cJo6E69u7satLjMyKSL9SGG0UH0yvxaleI6O9K8EDXXVoEGDBg0aNGjQ4M3gRQ31X+fVDKg9NV94vvUEioLICvqOjW33uRcmyyYkCxutZbkoohCZAwJitbkja5f6/QGpYTJAUJQBU0CQn0Ah7JJ2d9DubLWWUmssgOE4VRNoFDGQOaS5kgg4jGxEBqTor68wj8DjTIyJlhFgkiNNEXHeadscGE7McGwo3DTRwK5s9DZcPjHq2hF3JKUgQCoYp0hiIw4yhmWQScJeYhnispbmee7I2CCKFcgc1LsfZfqk89zpaVLe+u/zZq8MPBsYVTW7SHJVZngvA66KSl6gnI3GQhgZJyudcLXd16AnJgqsExwL1MBlGYswK1SiMFxfXxfHZGMxyABRApBlTNROrR7kLlrf2BisABS1kpQwUpGAMwg7YodsAidgMtZuOurZ/srV3WUSPDkaZWGYG/Yl4VmhmULEGqhILgqOo0F3Z3DJuMAAwpiQHls5sSoEI4BTzdUCmRBAIBbVMGglrY5kk3aXroZxmiJLhS15ZUc1XwuyazoO6qMDdXFWMp+TfbEfWNPKFSeWGsS5RVQ0JeLAbBC6LGVFkLBhudpfdZRnwWhkdMSnE4zjoCMuOj0dplneCRF0qG1tQMEklDRybAORRFKQC22QKZ3EnUnUQZBR61Lcsl3NeJJHFFtnhikUvsKeOqIcGKlOBCaHCWJKiPsryaoJR5ZHgVOoc5TqOKO0kyTEYW4nK8vryze3Dk7H1lKctEbZ0FFGgThxOYlQRkg5oMhQAIo5aK3H69cNTBAtJcfK+6ePNRhTFIgYlwsQGGbSTAGQVDntaWq3GfN6IQpVWa6oWjdFLDN5NmtO+7lo0WmZWq4i3kX8HgXVFnGr1VthcxqbsB+33MgNgSw0OYEZgYBhXJBkhLhne3EQmo4LcGSREiY+GXnetvmqYSctDi6F7b2wq2RUcxsOQY6EjYg4QxK4wJBpIwoAx5Nww2ysb01MlGonVzYBOISQMlkHHVkjhEwdTBi0jTXJWmuQiMZKNndMPOnwcYLUQQXjXEkBkkCVnROFVVGjzlB3d/XK9uaRIkhADJkAqGV2q1mpYNR/Kh1POSiwFAkikVzirok2QscxxSyhCEwEWExyZENYE0FDl0u7PWi3QApjIA6o0nVRksGYuBvERjvaH6RMnCNOEUmAMZDlgMIQHEEMQxMOYEwSrq21lqVjEBs4YKgYsnUWysgzGEIcsgiGGiPZTaJ1k0+Y0DWxzaEqHIWpcZlzxGGuyDIQhUwrYbJmklZ3JWALIZjRKSFLWqFK5iSo7OCrB3jqqvgL8qom/KthqRaioa4aNGjQoEGDBg0avBmozLShdWeyHq5TJAM6P4it8vRVkYOcdFONHQUSIM2RjbQdB3GA1EEVQWCNMimpkC/c5qi8toAAJrCCOCAbjBVkAGuLY0yoBGFYBjEgRGwIgEUGCINia0wXFIMsQoBBBhjDKCJFYpFlOB0j6IA4Jt4kW2QeMSFgkDJgYBiRRZpDMqiFsXCAA9gGhCAnGAuOIDnICakKjJ6JozzLMmnt/8UDcfboCw7wby06iXxqagRG2sKUWT21KRmOgsA4EoZRWAdRRMLQwDoCkXNibGACmwtEAF8hT1kEHJBTGjlJrbHtQMTlCWAAYQZszkhhCExQA8mR5gC1KGqdBCAgbyVqwAaUF5nk80lK4oIkBKnhwInNKTTWKOCK9NwUGBMD4iSABkoGUJ9vW9kJVEnIOAWbJGKEDGNBwo4g09lYpLs6kyVsnomdpQkBXcgRlnnK5t6eJqqZUV6pJxHBELAGhjnVjIITE0M5d3TKdhJxZkTJSZ45lwNqwAozoSRXjGBPTSDE6pyKEjM7OKdjZ0YmVA0EFAuJmxijESxPNBdlIlOk61comClgCsRZB1BiKSClTEkVkmXOgKwJs3wyysZJwM6NOTyyYe5wokY4Yg0cgUVJQcYGRMg1nahzJKw5M5HhnFn4VMNEKad8kqZjkyZJ0BEQ4AdES+NMw/3K5TA7MAUBS5VUqhrMak96M8e92MQAVrgUINgoMPHAEbIATlhEycL4zE05mOHAota0Y5MEqp6hhxGEBlCohKL9jDRlPWUzMmxUQ1UFByBLrHAiwkRWAAUTTifIRBG1U6sjVcdckXJsKDCBqogAjsQpkRFAGRR7vg7qrBNwCAs4UYYSw0mx3o3XtZEq4dRlgQ0pQeCQOUhebBQLpT3zi+PHgxfoAgXPK/B7d0Y2NS3LCBgqUIWN4Ah5Vi1UYjbWAIp0gjyDLfkPVYhaVesIGQEWbNoECBXpA/31RByxcVzMxZMMUCA0RCZjBAbEQIY0dczGWrgMASMJMBxhNIEJrI0s2xYTcoAYTBAWodwYp+LUGcBCO8yWA4hACBxCAJZ2QBPDnDkR50AGmMbEUk2v+Xaj8FcTQthQVw0aNGjQoEGDBg3eFVSgIPLqlJcyLqg9LtYqfo0CEOBgALYkDhMpAg9ZQcqFH1mjeKb1xASOoIxcAQIT2EAUohAL8YWZBKYK7wJSKVog42/AgknH5aNsA4YdTcATRAzbggNyBRSnE5CAGMfO622ciuRKuRgGGYuikLlOAwCJIA6jIRhQYW+BOQHJT+1GlEbUkgRkAqkVNarkoCYMlChXhaGRggEyUIUVMAUEQEhhnEJV/BBRYV6yDHFQhQ2sEjIomIepluIj8um9nJYZWwwmADGgyMYgQBgCqPP+sxIQhgEjABQwRGwYBJPL1JFTAkSjqn31TjnYsAJERGQUGGcgwACTzAnYEcl0Nko5FD5be2mrgoRVEATErz5UZ1irWpNFWOLMIVRMGVHfW8qQwwgAiDhAxBBHVpVVczkNAjIaOsmFVDjPCY7Y5SGRg5ySIZBmNBaGI5OpYzKZSIAJk2UG4BxEEPjhJRiASQOoGhgmo5CRyGiSORJHAoJVImWi2HBAoMwZCuxQHE1O1cCRjrNMVAEhsgpIJgoiCVJCTk6ViZWJxULUjUanyhTaJOLYwrILSEUxgbqCM9GySmN92lZkVCHIWiBHnFr5ZSurWO9VEKifK2U7XBCMMAxR5BkMA34WEcEUybhEPW8FKBuNMuCYVAEVyhmGCkJNgTEHgAqpEoyCQK7US5J67jfw4j4QMoUEEA2VFCIBUeDJPAUrGIAoQ2Ni58ip9VfxHzHgACGQgWTgHBGIQOzDBZmolg7MQWEip4QUUJhqpv5cxDo1tZx63g3WM9pS2HacFlHYbKbzIs/BBDIFDUcF/QWRcmcuQgiLlgUAg7152VCp9pLiLxzAyAininFWhOyxMZpBHTyJPhmBFJH/o5MXfwsmitz33kHJgKyfdgSCWufgyizsRU4rQNSkAsACrEUGPiiVNQJfQ2+10JyvkynrZ4CGumrQoEGDBg0aNGjwZigTjE9/15kv01SWQLqggTn2qqBOipzlUwWLeDeslApx+RVfp6KAMuwNDkXYnGE4728wBIVgg8S7BF6foQ65QmFCFF4yUdmrMkQJ5GAUlmANJr597ykzhOAAYgFUxJEwAQaGQJ5MYa/d0Zp0pEac/dzgRRoKLuqvMwwbUfWFwBypELGqIRiFUS5YQyYFfEwXMwBMvSwpCUQgF3AVgKfKJSMgNYMUxeTmMtYLLJM3I1sihaqqKEBMVB8sAKQIlApKSAuaDExloBmIoVLcnUoR5qc6R30U7XF5VvmeluTDO/Pmq4DR6UVKwoCJVdXPNKe5J+NYDauBgIkIEJ0AyoZEhBm5b40CQggBYQJWIXGUK5NQIGqE2RFnyszE6owPFdQAxb0x1ADGJ9LxxGHmmQEFKQVE6uVlGhNZv1hFxXvCzJ5SoCJ9mne5hQFSmJzIR/aqOvLSP9+qkCEK2RolOAACTCoaYWZUKpqJqrfqxpvOhYuVjOcNBuoSL98OTednWU2yCPKstEiMkiBT5IABLFgZY0BUPc1pyGssSYnGDGZ/8xpoGTM9pTJJyh57HZAyiFhEWU2M6dbrKSr14qyyz9Wy8icKCjkhKUJvjWLpzGxLngojLmVNABO0TIn1Y+FVNsGpJSqeXUmVmS2hXOPqGSkteaiqeW9W8YonUxJUtSnj7xi1DIOsMMVyhyGoFgq1YsTKPyipXy0KQzAMKDQvQuD9xhIYOIWU6dEVhfBKhaeZ8iq+3E1nWkE+Egi2bqLp38P6nvTmmK6Xvwo01FWDBg0aNGjQoEGDN4aU3JQIVU+CS7zsK3H1xb3uWEotkZAImIEqA1Hp1s8ESoh3ZcWHWRXZiMpjDNdygkhFRhRF2RXEZJyKqoA8OwLmqVPhrxswiip1uZIh7xl6v05Q8FwEIrIGZMElX1JIz3xnmae5k36GD7tLp2xK2MHbUMFQTzmRqpemQZRUuFA1kTgtvLrinNLD1MKLdk5BZLhwKtmrn7S0sKcUSURVlBXk00J77q9opBhErcQi9axSzKByknhuhEGY5keqbhGA+jKAhb/KAEx9RlUjQ4UPrHU9T6n3AyBUpvx+SxKr1vjMa/+TiNTbhcCkJQFHPsm/wIFEVcgpMZxCmYlYhUzBTUgpu4EKKxGxLRgKJVEhhagXn3DNc2fAAkQQolz8QoFhsiXtJ4BCjWpQ8MzkoLkx8NwAkQFIlcSBwJYIUAcReC6Oya9sgkKJmcnASZ6rKmyh2Mx13kJAPRF7sYLrPNZiw868SfPEaNluQTFP36n9X2485AqusyTRCVpMyCmNpX7j8i+mJRCK4EdSFiIpj2fAEHmDoprqNSLeC/CcFASs4ao+gIJIFRBvMSYtqQ/xUwdMBWXvmQ4ucyT5nks1l2q37DmXgogpb+0vuVnR/KuCbvHEtBbdI2Ki8u+IFlrX6ngp+Tkvz6zuiMtWvU2qBeBtyH44pOS/UBzp2cxphiktNnRT8lzwubEULvecY/k3ydtci78Lc3H0XJ9X1TvlRet4a7qqIiPfGf/+06Chrho0aNCgQYMGDRq8GbSSyZRk0QwBUE/GcRHO+f5MKDwBcS/9jq0g7zLMF+cT9TlNAM+YaN0X9UewdwanXS2/2BNgKgqjpEVIlUkLBkxhUPmCXm2irNWDf/VigKKLOv3/54iKg6lHyHn1gcJLLwiF2IYK3QO0yO1EKlUrAESLWMCyHagq1BW6KqoUIorC/YbCJzCrkYaFcqskrXxDczPBe3o+iodqKoKFlf6KFjB1y1GKxTA7LzwLgKlJ5hqomNT5efnGGoaaCgSo286nflenIM/8APCxRJ5JU2hB85XnifqIVKBYnkQgUvKUrDiUUapaSHYUrEzTMTHlxAcoB9KStDQixLCAkjqQoIhIY/iMSgR1jvxiUoV64Q5DmVQVWvCNSiCQMlQFSqziSKGsPoETRFWnm8mMhc/4++fiJYfRK41T/doVa4j6Kq74ESnIpmJOlAyU35VEhWdCg2dmjoqWjavW+H9CuSspcUlp6FQD5ecaU8Gn1KfMlHrWWdJfzm6AZ+6XCupnrjzszxRlOn5VLq11ZllO97ba6i1OL9koAFMyr3p8MqsappJSVP/njsh5cl/LaE8FacFPgUAM9jn+qwvRbFOzbDWVEwavOkP/50JDXTVo0KBBgwYNGjR4E8x66VMWq4K8jHGaFcUAWPCFva6oKBPczDZbOBMzj8z96+KhuptnPLTWXSrriNUbr0JvKgfDB90IEYqcSA4oktQUQXOFroFmu1xcjjD1Hn/+ICihFNFBTalzYV+C0Gez4rqLSKi/oBnnURVEVbKggtOk8qgy8sUTlTO546n04Qggmp1KFWVQeoPVEE9FGTMHXni7M0qE2jWLls7OYgKBhQgzzv2bDa4W1B2oJsc70yoVbFpRIc+71MpUhDyisECl+eBSFUKAgbKX0WBWM1TMVS3PBgFManyaI8ABTkkA4iLbVLUgqqxNDnAElH1XmvKCMzOe/JRRVfJ8pyfUtHD1i5z4pFSxjnOrnBRzA0FntpwfFS+/FulU0TMl3gpOsdwDCJhKdggF+Ss8nbc6Ny7V7lF1otoFq6P9L9UqkHof6tUwZvbbWbq2nELVLrywtsDPATNLcvbleR3WBYcvfmcayoda+deZHa1QC84xhsUmQmU9y7Jxnj0Xs5tV1Yf6m3O//jxH4adHQ101aNCgQYMGDRo0ePeoHKCLHL6zvBWm7NUZCqvw+ejMB7WTZxojQGT+M53134pn3XPVmnSmMyVv5SMEfQ5tISgr2crX1DoL469U83i0uq13gJ/EX1eunKgznEHdp724M3Vjzt3+GdqhyvRSHnBxuxda86IPF38259sSvWTuThmKdyVNmW1mIfnJ08zKVBFe5fiQd5kdoEqmLF5Q0bDqZ2xpZy0arF9RTRHBVly0qOlWXKAuhiqMJNAc1TouShKIj+UiKlqQislS5SKAt+BCfYpxQ+QrMVRVDWbMUlJ7KBfawtFXqIjqKybPf4Mhe81T6qt/mvCdSFUwSx3qdD2Rlrxvpd8Cpu3MdqdsZHYxks7wJtXpZyjRmY+mRypQSSt/DoxJtfmcsxh15gdqHOGCIxe2Ua30+lquGpBF5xQPPGgamS6zG1rJUQLlCpwO0FxT/pj6HnsBzfY/NxrqqkGDBg0aNGjQoMHb4+x38jfFHG/1CvTBeZAzzor3KC4+q+51VK9rbJf3boyqVjXytFSeTJ2O2aNf1zTn+ZkV6N0xJhegrgJA+Vprr3FhTOi0k3rGqljwGq/w/nmojueLjponzIpsZTPGPG8m121QtKPnHPEGmB3xaR+qBGSzF6TZF6RFUKvXQAng02LVJiWpQtl720UOLKpduiJTCkdbi9xMhjQo9VtKcLOuvYIcztjB5xhTVcCpukpEovCUVnUtKfoFtTU6SomriaZeVjdHc+p5Y/Rjgc5MXq1EUZgPUr4QWhYPmFtSCzml1+jedFXOSYReduJ5pvxZ8Fb1vmnBy1489m+wK1YccPXzpRtUsanX+KY6w7WIZ1z8frl6z6zn8qyfwxD8fNBQVw0aNGjQoEGDBg3eHvNOUP0r+Ou2pAu+65ee/Ct8l6/cj/Ncsrlf9YwmaN5Ths/PUx00zQztAwQrhcJCF6XyQ17LHBe4w5WhmV9C1LwbXEz2vUwANYUWmojzXLKzTNB5g/haqopXw/ypSvMjUGu/mAt6ZljfhlO5wCZKdVFg/Qo+gVtZia+oZDaXyLze+UJfWOfAys8FRCiYJp833KfLMlpJvV4pwXP9IyH2OiMuUlyBoD4GswgTLE05Vc/o1LqLmtT6W39J155QSsBefQn4EwkltTe3Z1R045t0xuN16dQZnRFNN8OfzLJaTt9zSfBq7l6wws+7/9foRzGU04n4+g1UY0kvG5GLH0ug+ovToIaGumrQoEGDBg0aNGjw88Kc41QFdJyNXFt47sz/F2iCFDgT6DF39coDoalDMz1aSrEV6CVFA/XMVeq9xVlZ01m909kzp5mbf0w3U2eoqzPdWURrlV5X4Qxr+fp1HMzz9CCvMgfO4mWu+PyldGYcZqiUsx5lfXDrV3m1OpJVFUqdes/1lqikpWb7WbIlRsGl0gpQLqcq07TBkjRUAGU68Zo6reqAAjStE1p0f3beTq9+jgdeETnTAScfJed5q6K+gVTSq1oipjmy6i/guU+7QlrWHFysmKli8lSrzG1YeGTtTU9W+doNDvCBhD6nvd/kaDoqb7qmL6CGX+VE/LS8FQrStCjRuHjUa4Txyx9dXEAjvhbD+Jpc2Fmau3px9ikOlYUxLyDr/pKk7M8VDXXVoEGDBg0aNGjQ4O2hc9+39WLVzCKQ1qOiqGrkdUUNF15jei2UpMNc2xe6DTN3I7UkvhW5VjRRb/BCE7xKHa+6Jesd/incmxops+A+LrSULuLszg7mYl//HIpqjjS5mDB4VbyFHWtm8RX0Xt4RIvZp/okJUqvLOTVNxTpVCqkFIgwCZEoMSvlesWLIa50qskkrIlHLbFZUDo5SkVnd1exZdeUdUEhllBxKJRdNa71VIZEVXqpIeclBb43XveMLt7mZQqtUFBaoRlN1dgq/5m29+gZ73iZ6AXH/M8DL74/05QfpzI/zGjp7zdf68zVP5mr5ri5k3HwZ0Jf9dZg2/orlel8PP6ehfgU01FWDBg0aNGjQoEGDt8fbujxzjsNT8RrmAAAgAElEQVSU+Cg/fgO5jSqYisAkVFxVzcfQmj9X7z2d9UAWKU3qjgfN/pv2YRE1Vt2mlsf4V9XpqtN8PnMP7euG5lcgSt4eWuvztCcXulxUHvoqIokaSTk997zWqfZCSu6jOpEWu4rnuqCkOCevd8n4THNhFzgvZI4JBDWgi4lIVVUVVZ/zSHTeH9VFU6+62tmmHSDT3O0gH+dI6uedgdriRHL1AoY0O6pnzPVS1GcoFF5adTHnpPUZVFt21Yp/lcu+0VmvCwVoWrqhtsqmq3Ceoy4ZaCpXs5/FM6XwiEBgX21TFDO81QVdObsDTT+b61YdM5c+fz3q7NSatkn0I3AlC0Bl1Os5wc8X8UdnBU0vvdZrfgDismDmG6CY6aqFvK5YBky1vOyLjFzd13Qv+FHG4py9r7aWX4WL/8nQUFcNGjRo0KBBgwYN3j0WOhUve4qtRZ2xhWd5wcJrdkOmRdEAFK+nvlrdgT7T1+lh5/EG5TP/uXfOEzhM2y4FFoX2RC/UXi18v+Jr6MdNdzVHSc6wV2/a4IK3ZtQ0i72lebIARVdmHEtSeq2s2eddbNEn02GtDTDNHwJ6WQIy8bSF6Hy2cV3w65neaXXgjDoEROAi7RWUfRibsg/Q0yIuVkpWUMtQ14XLlKetnkM/Foui1BwW5A4tmPhVwF1toi5Y46+H89fja7RQO73IC3+WIKBFI1Ce7zmqaUtK012EZlY3AK41o1ocNo2aVBSCvQUUxcUMVXEE1f6f+ah29YVNeyYFRH5a+qGst/Pj6H3mcc6e+W54k2mVzardC9Yozb86b7ZqQU9eYB8FckAAoyhpbV8ioXbDCzdVqoKWf0ScfdRSfuCnwc+Jt0JDXTVo0KBBgwYNGjR4Y9DUIVvwDZhnv3mX7u557shFX+TPUgYz3ag5s2epDf9uPRf73EP0ireqe4D1L+31q9f7xTqVM2Dm52LnulK8LIReZJwF904gUv5RfYuFvpOWYrA3LOa1kH6qKV1AUC0VLMXnxQieIRam4oXC4AV46nQVZ72MNX1TTEkbkIKEzlFxvRSVac5IfGj2w/J1NU+ZFAQmCKmW0qqqFc/WCiAKB3gyS6os6VALGJ+UXcsGfY76msnPWq+oGamvKv2b6VJ5Wy/leF/app7ne78GamfTdDJVrKDq4hxMBVFVrXQqmEbPTsxxkCq1lG/VZ950olLxetWOWmTiUyVmFZlpa1aCOjsrav+/gmm9BX11PCVQUX9y1ho/PrQ2JxTzc+4te0HlBuK3AikEkrOXP3uZlxOGi69Vf+2XnpJAaRq967tRy/FWUp8/zg51AX7ySp1viYa6atCgQYMGDRo0aPDaKOq7T70jwmxIn/cWZnzTlziqM9+hzz7K1gVHlW7brG9Z5ziqFO+YvbiWHuec84narwuuXjvAnzgVqMyedp7256V5rxY4MHUuo+qHAkQla/CjPJu/4Jn/2/BAi9qc3pWnGUFQkNSrOtJ8ki8CrBahRrURLAe88gyLebq4v28VDeSbn1J4VPt3zsFndYMLlTD1HpY/pPywxmiRDwk0qgxhEOAIrFABpJDP5IADOYUDKdQU9ArlpCAYgKAGhb1BRaJ3Fi/7IFcaSDEzExVFGNTC/s4TN7Ubexcz9u1bOktMXDChz9u45u6cakbys05RMInTMn5EABF5JktUib04bv7y6tOg+RTwzL4Uw3QMahLUs+t0hkAhqM4QJQvurrpoUfzxx9lQzrm6YoYiLXpSWfHNu1KbJUXG/WLRqBSqK9GinEF5sXObWcgDLtRb1ScUKZRIxLcigFYcpZRs99yZfrUx/zRD8E64wZ8ODXXVoEGDBg0aNGjQ4E1AAPua99AqNAmLNDWF1mBWcXBuswQRqMPZ3Cfn+o9U+B1cikz8v3qcSBUrNcf2UEl+CU2rXJ29UMXMUe3X6n7qCojibZ6SDtMOvIKPMOfCLQTVO1A4xu/S0zmvOSKS15EGeItJGQZaS0itgE7deQA1jZ6ogguP34/X2f5MraQwBEhF7kyZIy3ddVKiyjf204CK1+oukpaca9ZZ4uOsHOzd4lxuQklhSA2rWEhpJ1VAiQEmEqJMNSM4EBRMIPIJ31UIzGBVloKvEFKhKuYQRj0ZQwKoj3Eros+4GCsVJWKwpxg8U1at8vqaAODK+5hz1mnBOn8XmOe1apzyW0hNpmueSllNNaFEQBXpUL8wFbn2i2VLxs91LThBBkOl7JWWbI6nuXzxQS1Ywpl+LBIhVp9OlxuVJFoVL0qzp2hxP0yk8lqxtq+Oau+bv4spb1zbH954Nc3NOU99VxU5qmOYijSIgYEqnMz8UZjhaP0pBKL5GEPVYofxwzjd3ctbIvanWqVyBkChQlylpvPZz1DfCckA5V+rHwHV38mijz/SZX4kNNRVgwYNGjRo0KBBgzeDJxao+spPc/oWKniVc5UNi9gcVTBDFSLld+wamaSYEy6VTorCMoBCc1KyCapQcJHxqgitmiWnShe06IjxkWpEdbeKZh0vRU3pQ9Wn6n0lf5bMaR9KL1EXG2Lm0AvclsUu4DtjTmZYuznlDDz9QADK1OYvixmcdlVLIqrWHNUmEBU0CZQgKFx1AQjkc74IzfeHyggcVTBVlR5nNCN1Z7je0+r9dxISpfO/nWsUmqcNXrXx+blUutcEKURVmpUCKwAMGKhRiBaxgUrq32SASRkUQFlhAcPk6aoc5ODdawCkCgYcKNcyvzQRiFjhip4woQiFIwZxMSBchkf5G6jmik/642oJ4wka1ssgvjZefeKXS/RdoEacEvwuxV4+VRK15R7l6QqqTU4CoH53IIYnKWZkgwV14tuB+tzedfHofD/m+BosZHvL3FsV4VL0Rko6oMzJ7u/IZygrSK23XCM1U1w8Am9Dm51tfYa3KltmAKpcZhVzrkwPr+XDBi3rxvoGq78iMsNeUSUILR8bENhfTsttDV4+CmJPPpZbu4owU8lmUp1LVU+AUvEX8EdIMbbQxD8q8f4u0VBXDRo0aNCgQYMGDd4c1XdhBqj4mj7jaVHpbOuZU4DZr80MEYgiCgFgnMIQiJHnjomp9BKI6g+lC1+PuUwBQzBcXNSROBIprs2kzGV2pKlnBlTu97RDXDAtUzevpGG8b1L0houeSOGWOCFSsD/aKym07KPxR7y1m7CogXf08Nz3lRZkDwcKNlDKC/oxLUpl1UakogKrbnERXeZdMWImgFSVFIYZKgxlLWrjqUJBoqo0jeQrSFEtWoMnCACIqqpApbygl0cU3iSfDceZuaN3wFvNMwpaq+L3jnGWuSMokIFShXOUC3IqslkFIqIgkAEMimnLBOuXKVEICQAmssU0Z1EWhSNi1VzFu/CsyFXryhioOqBeHKCgYUpOxOg0rU/ZR094KUAZij77FwwwNPiRfOc5i0lV/O/1oWWA3hxlLAAZQwKWgmhyNKW8K2EhKVHJ5YmWGyQVmh1P1lPZ6UoBJDq7mqoUV7XwOi01RPU1WH1KfgS07HxN/EgAKwLAOiGAiJyqEJxCuNCIEvuV+zqWmq658omAlj2d1sGUKtvaW0MJRTVNzyeJqCpYuQglnmHxlBXWm8BQnus4zQJjQjaiWsRyAsy1SpwKVYiDk8oOOSi3xjAbz3ZpuRtBGX6Dmh0mUaoCMf0rFTUVl6rlKQQFxhmIEScQB9Eiovkd7e/0V5fcag4NddWgQYMGDRo0aNDgJTin0pDSbK2ws8FCC5o6/8mv/45uLZwgywEgYBggYgOCU3i3UDxpArVEKtDigTdUIIBlWAOjYIUjk0Jz9U4kVRofLjUIXNBSNNX0SBFY5RwA5IrMgQ2CAMReAwEnEFd6ZOUDdlEFqzI5gkCIiYi4DObzlnEC+LDE0jdSvbDW1QKLT831I8Kze1R0XFCEsZBiekcAAE8bsTdhrU8VP+gUzp9OpCoEoSKur+Q1ikxK6rVXChL4xgp3l1QJDGFMBSlOfBQbERvLhlXhRJlgBOxABFfwZYX7KgRllEoHWAYTxsM0y/MkaRkLl789kzWvdHn54a9z8BlxjbdPrsjJQKGiylRwsyIK5MxgNpIDQooAaogVcKJKMExW4dOl+UxYpZZK1ZBjCDGLsGoIVNFtxaz3mZeYYIrcTUTEKuTEQVlRhsKBiIzfPYxh8ZUPCxJHMB3+d4M5rkpnfy1evFF5gaL1GcYcRGwI4hAwRHU0GVHAJkkcxIljgIlJiWSq0XE+GJZqOiAuMudzRcgqABgqSEdU4WPligGKFG8AXJEuH46KbOs1Ph4VF8P+UAGqbVABv98aJgcVtZYdYySS547ZRiE5QS5vXWFwqrp6zQXyCg2TkiGfpK28Py50TNDa9FIFeTrW5AAzMcMEZBGSqiMBsZZmUQcAxhTqOfUGdMUlFdbTi4aLSpFE5JyKc8YyCE6KU7z1i793nqAk8qq2ktYFCGoKSZfPeBZEYAPmgtMUh3dXieOvm7dCQ101aNCgQYMGDRo0eBWcZa+IaM7z1DnfcfaMWcdqAbQQaCB1yDVPAhMx2RycQxgTQBlsisANI0ROSLlwWgjCyAXkNU/ig6ZgyOaAI+QCJ3AKMhCCMQCQORiGMSU1oKBSmuJfZwbkQBZh6L/5O6eqDqBAFSxgFLoTxyaHKBkHOEPCIkoEBARTGokNyAdCzlvylZ3DUsfwjr3Aoh+oVGKoZBJegyCAgkVDooDhMogCBggoZ4WCS0+40EbBU4dgCzAyh8yBSCIDS6QKccX88CosBowqKmEGQZnEZxDKnVFYsOevHCGHEOeAIw0U5DxxaSh3YCBk5CJSiOLIEEjhFLlBLghCBAYuQ2CRRIGKY/OuzFcfk/o0l0XxXlRm9zonudqi1uffYCgJGyVicQwKBSwgUSFW1XHu8kDJckgU5i5Qsk5TQgYVZnIuc46SuGVsIG4IgJVZLQDncmYYskKRauKDBBWFFE4BISEGiTMEUyZjcgwGMaOUxBX56ogY6lQdEyvFIgQYolwXJrR7a9Q5voV21QWb0yuh3hoTMYFzMBAAjjiz1hnKoBmTgzLUCoxjdcJknKdTGVq+8BSwn7EEUA4uhDtghQFI4KhIv681IsYruP5/9t7rybHrSvdca5tj4ZGZSG/Ks0iKFCVKrVZ33zvqjtGdibgTEzP/5bxNxI2YuD3TVqKaLVEkiyyWT2+AhDfHb7PmIbMMWaRUNGrpKvB7yEIUDg4O9j4HwP7wrW8JAgCQDCyDp6WYLxznRXXbRbtOIoEXbfXwonDtokCUCPRFuz28NFtaBGLIGOfiovj7UjehL7z+Vx+7yzP/mfb2nYEARMQBGYHVwCUIBzIFZJ/qPnD5aYIEF7oQICoAgyAYOACIF/oUAgegpw8hEE8P0wAYABQA9nKUuABgYEgQGQDLiHFkZMA8TeZDcVnybJlFxgHAXMwNBwtg7WVzw8u6wmfGRA7m4qcVBkwAZ4AEkgMiKAtPc7Jedfgu3z+/fMz+x2YuXc2ZM2fOnDlz5sz59rySlvJy0dbn7r1w4VzKSYbbjBLNNUrDNBOGC8vQCg6IDEEiMGQvulGU0cokggwDjUpJJpkIFXkE7NKohXARME1WWdCW8qJIJWdMSGsJLFiDAJKEJ1AigDVgATiCYMBtDJAQ5UDAQRIGBD6QuNCtNIEBMIyANAO0OrGYkWXWOojli4Nk7PIndMEu1atvoD295Pz4bnm6RH1hvUoGOAcOYAsFeeFLz2O8SAuljQx8IyADBk/DvZ8dmwUABsYCAnCEJKc4mTkC3cBjDiciQ5oRcbScQAByBLQWgBOwi4W9MgActKEsVwQcJLOakKPkVjJDtgDSnGGRU66Y4zmMQ1GAAVAIwBiCIrDIGAE3BMCAEYABhwFHGE4TJUW96nDpK/O8LPQ7H8nP/8+z53jJQfUNYAzxwo8G1jpGe9ZIazgRWVCMF0Q6y2MhsVKSZI0hxtDh4FhDZAwxoXIqCnB5yRW+NvYiBIsMERl+IREXgtkK2Boif5rLRPi095nVxkIGmFsqNClAYsLh6AhwyCIQGWutsRbtZTQagUULCMg8AAtkECxdnGpf1Y/za/Jc0v18P8ovbADwhQvp1XYNAM/7PBIRogXfgmssFdYwkI6bkh1PIsVABj4wsAYc5MjAElkAy9A+DWVjBsAAIwuWDJBGLp61nLPELHFDFy41yxgwBnjR2uBC5r6wriEgWARkwBAkgGQABFpZQwSMG7KGLBccOTNPtZKnFlFAAMaBLCgDLgMylKUaHQEOGkJrQF+4I/HbXRp/oNh3AABAAguADMACXGiICoy2DNlF5aMBgxwEuzB9smfeN6svrbtGx55PUqLVDpEkAwwvLLcagDjnCKC0AWvBKCItkCEhWW2tZpxLXgZihoBzjvzitWqgRPIcmUJ0LYWpcpRiTIIBQCTO8EJ5ZJdVnAR6BlAgWIZE2gIyi46lMmfiIj3O0Ne0Cv6Bu0b8EZlLV3PmzJkzZ86cOXO+MS828fu8evU71ywv/n7/4vfsy9BuLKyNTDKNJ5P22Xk+iYXr5AwiQ169ubiy5XpV9EqeC1YDAoQOoM4m07N82ulOulk6RR2Dsdxf9evXRbjC/aYTgiOBA5DqRVFnFvUmk0EcRQyF5C5aAIvauJq8UmVpeW2nXK2iAFNENh/GeT+Ju5NRO4kmDLkrS47T9L1WWFqr1tdFCLkGBQqFlaCkVdPx8XR4PJ3OshwYrzFWd2VQDiuBH4alilOWCsGAZQj2TzV8xBIxBgikVRZy1+d8Mp2M2ufHnd6w3bGFRi7QC8TCQri61mg1q9XQ89CYy5NAIRADzoh0qqN81hs+frQ/mSYbm5vbV7f90CcyqHLIkvb+3uT83GhSyjIOjJPWBpEDSAvSIFOIjZXF5fVWqeQHnpRkk8n49OTg/LyT5SorQBknrC4tr+3UF1b8cuCXIXAAFCidoRCGuxYYt+AZKCGMz2b37j+IsqzRWlzf2qzXgsv6Rwb0bWvXnk3lyzIuvbD0xK8vnHzJM4ElQoYk0TKjgtHAPrh3OOjNHC6QcmOmpQoubJSXdxYNExYsZ+QwAOXkKRv1x+2zk+Eo1kbm2WNL2Kjh4iJbWa+HFRcRORNZYnudaedsOB6C0cgZY0QcgSOgJYGSwMZ26NTsynazVPMq5YoHwWys2yfdUTdKozyOZtoW5bq7tFprLjXCciA8y4RhDAHJWochs6iI1LPX9G3ByyKvL51JelqgiE8bkr76NDwtjwUCspc9BUgAeSrN2mePHu+dj+ICWGopzjMZ+CvXr7e2t2vlCucXghcCA4NgCQUDH4AVaRHFs+G0fd4vLC6trTaWFjxHoFY2y8fDcf+0Pez0VKakkIwZQMUZA2CAUhmwUshSEFZL5VqpVi8HrqPzPJ3F48HwcO9QEaH0rHQKwK3rNzavXuEuWHYR8XTp8+MARCTAOGT1rDg5Oj0fjapLS5WVJSs5APqOK+XnOop+ixn6g7zFIUcD1qL1HaIsmrR7yWwaRUmSKYsMuBB+0FhsVeuLKFxEEAyYJYYWodB53O+d9PvHQhgkk80KV1aqjValsegHVUPoul4pkKoYx/2D6WycZWmWJKrIyRgE4lKg8Iyth+Wd1sp2qQoowZCNp2fx5MhkvSIdT8ZJoX0mly1rkBM0V1eai4vAL2s8GQe0wO2giA8G/ZM0mZIudFEYg1xUvNKNUv2WVypzF5iAC9Xy93qvvtpv9WfCXLqaM2fOnDlz5syZ883AF5brX29x8nxrev5t+6LChYHiNiE1Tabt0dnR7md3Z4MBqQQ4AZNQW2E//Flj5RaKkhbABDhorZ2y+Cw6vnuyd28waI+mfRW1ARWUrlY3/2ph691SExb9psMA8j4kj5PevbPjBydHR9AdA4YgKqAsGAR3AYIVXNwyTni9VfV8kNFAJ/d6Z48O9nb7J8cwnQIw4AHDRq165drrf1P1mgX3SQByQkqkjdmsS+1HnTvvD86OQXqQI+QSvJa/9tr21Tfdle2MytzjTFiLGsEB4GT/RPSryzBqe5ErTUqgciBx4ok0Arrdow8+fP8XvzzZ29V5jowVFus7b777P//v/o9LlaAkSkB4meeVExQIPkWu7trxIN4/efLLj0/ayfStdxgvb9/YciQUWVz023sfv//BP/9zrzvNDZeuljK3RU45haLOqJJYJ1xZq19r3f7Ja2+/ecPLOcSFPure/cd//u2dT0azoTI5WAnB4htv/c1//vn/KV67UrhgEFx7IV2hDJnWVszyUgEsMbsf3//wn37ZTfPXfvJjr74kHK/kXATHfxej97vsVPT5Lb9FxedlJReiQWF8rnzKS92D8/f/cffwceQgMAVFBssb8O7PveZqubCO41lmjE5mxTiI+3Lv4fiX793f3wciAA0A4Hrw9tvuT/+u1Nr2pCepYKNefu/u5LM7Bw8/NaABEDiBByANOAQuAQKkAXhb8OZfzK6+tlFidR2x4weT93/1+PGn7XgERQ7CAa8Ei+uH3/vRlTd/+EapyWSg8KJhAUgABwhfKHT7ttALf+Grp5ReuvFKe0awQCguktM0twUW6ez8aPDo/r//v7/8t988TFILIIXn1RaaO2//8J2f/d3SD15Xuc5tIUPPEKhCC+EwA04+C5NJNph89t5vfvXBZ1BuvvZXf3E99Ovo+VoV0ay9v/ebX73/4b99oKOi6gY66xrVr3he6NXIhoaVVbWsG8G1N3d+8KPbFa9uUyr6o8NPHrz/i/cfPnjCHNdwmVnuLK7++Gc/57ZU21hya4AcDAAjcASQKSBPZJYHhe2dDT/5l1/debK/dPX69376k6WdzSBw8cI1ib9rJJ9WGP/esfvuIQBgoCA1OGXFrKRm8dnd+3fuRFEGGsEQEIPainnzLzzmsvIC95AIfBM1ZKJp2JkcHdx9v/PwPiCDQkOcyupCtXWlunpjeet2fWnTd1ymlBnvR0e/OGufnQ+jYhJDlECWgeuA4wF6IHb8VS1FU/rlxQXI86y9f398cjfuHg5OD7P+GIwL7iK4y7B03cG/LHkl5vlCXuT3Fw6LpTkZtv9975PfjHodyDMwFhQAq3mb/3nximysbFYbNV+wy0jELxbov8SftW4Fc+lqzpw5c+bMmTNnzreAXpCuvqZ69cIKkvDZjrQU2iGt8iib9kfj9jTtQnYOmCMZShRk497phgxbrLSqARChoD5mHeo/np3fz3q76aCvs4jBCHlqZmxyVJoYp664V6uUSxLNJJ/tR51P1PDAK8aZycB1fc9JqQBAcH3wStL1NWeptYwKR7eL8d3Bwafjkz6kGqRErSGbUpqrhE+qBzxclstrcqEkOJlikk4OcHCYnTzRJ7vQO/OXFlKyoA0Mx2mu+sxzecA54zIAQcDsRYIvsD9EH/Svz2XOFV0sC8FaZjMfEopHe/dPDj47fnzvcf/4GIrMFwA2c5jIzvsnn+67bkjcglhkzqXzpUAoBDh5ZOPj2fHj0cP9s48+7k+CtY3Xkxiygrk+RwQGqllyVio+xbogF/iU8ZlgBbM21Nn50XjWj+IrWpR5nk5C10I06T84Pvng8fizI+oXJQboAgAMu6edj+/cc9daBTbe2vFa4KF0Pce6eWaHFslH7QyT3Q8efPIvH+x9/CBCubRzy6Jv2XeftfTKY22f3/x6jyREIECO3LVhMZGjXtY5mE67BcxAuOBa4AXk59A/tP2O4SVTdsglJSwM2+NP3h+eHHejIUABgQ/IIU+hmMDgFO590k4xb20sCuFocISzJL2JDPtgwWXgaPA094zkGSuG0D1L0jIsNUBlSDnLRvrs8PjTj9vjNoZs1XEscO24NsqG7UcQeH0v6O3cLtcdK1y8zHS6qHu7jH369l603/MG9ExovzSIPmvN8FLwFX3u9qV4Q0DAmSEDVDhYQD4bnh21P/7t6Z1PeifHFUcGIDg4HBHG8ejh4W54t+IFtfU6hlwwS5YcRMHAJXLSmRx20uPzyWf3Hv7i34Pt17a+//1pkZfRdX3HzCyYwpXCD7w0tYF0JDLXx6VAOgSHe+dHnWNT8uH68pXvbTSbns/T6OT05JOHBx8+jA8OqtY4SEmRFImx5O5+cJds6eqP3117Y9ELQPKL1hAadMxt5GYRtYe779354L//08nZMMpw+9b3Nm4ErgtIBECIl4lML08NwjcNvP8uuLDOaYxz3cZZ2wzaafd+3LkDGoF7wAREBZApBt2kPhKyxl3JGZQg8aP9NDvLug9mnY+gfwhuFWTZcfIq9dMuxYmV7mKlvmU1GCow7eLsMc16kABoC44AEpe9KoQE6TrC5YxrDUUORXaSjvamp4/VoCdmsTDaMrB5G4oIpDM+XGHkVFZX64sVzzE26ansjNKDuH1vdHgX0pxz5rueYZjpKOscnjn7JD3P98JSAC/Jsi8Nx++896tH8RuO/h+JuXQ1Z86cOXPmzJkz55vxBSMJe/Wvwp8zqCAAAGNAAIxpjplNRrPeWb9zOpiOxELD2WitBjxUydlpe5RQNh32T0+Ev1VySoSpNqd2dhCdPej1zjTJysLVlUZzcRGV6R0NVedUweGDkSj3FpvN2s5COcx6lM1ilpvl2nK4vuqHW9Jfs9xVxKxoZFSxXlBt1FXcT+K+Hu4e3/no9MGJcFfXd642Wyu+Q+moF7f7s256fPSwDaVlLlZqYbPqJnE+7h+np/dmnYErKq2N+vL2emNzMdL52eHs7CDr7d/npebCxhrj0gAhiosWbeZPQbd6AYSL9mQWUGmbRLPzTz798M4vH+UFXH3z7Y31pcVmCXUST2ZnbXxwcPT+rJ/KDMO3qgsVITkCWA6WiJlYjTvjg0ftz+7Njo4srWMOnAeITGnlhWEAi7ff+eHmykaaIgk/KTpad3xduIkRM/e9v//4//vVo0apfuvGzSs7264r+0f9j9//9ckHe7Ky+pc/+1F9GZdaaJP0/se7p4fqwb+992g8+HH9/9hYWBMSfN/TPMuzgURdtUmTMgQAACAASURBVPL0k49++//8y/6dw6SfQGOZa24VL/I/ynroWeXP18t4eqrtECHSRU6+9mbdYvfuQe+ws7ZQu7riry+tVN3w/LR32j4ddKK7HzxOdXPnZq2gtETesJ+894u7jMOb399ZW11aajZUqnvtUfc8bp/3/+2XZ2fTs7/+ux+ub9SWVuuB11hcLv3oJzMwUliP51zmjkgdNYYnH/WL9KFTbV/bru6srjfDso7Vo3v7j+53V9Zu/+id242wLAizaDYajQ5ODk6653d+80Rh841y0wt9Aktk2eUrYpddAP7wfC19/ZlYcKFzXei6xhppi5Brk0wn+/v3P3z02Qf7tfrq//RffrS8tOpyPhsMu+3OUXd2cOfjSdr7wc9/eu2t14QU3IAgYMxiEcli0t99tP/xw/HxGSWFzg0Kx0iRoVUcvYq/fX272Wy89c73k2nmc1YVgxobVAwr+vqDXx1lv3h0irq8s3Pt2pWlSuDnyfHhyfv/8KtZN7vxvb9YvnqlsRBqFR0fdg4Oh/unJ7vZr71KudSqlLZdtICkrZq6Jgl0yoa9R7947/3/9q8nH+0CL0GiJUmOYAwIBojIXjYIPvVhvapu9YeRRwgAyDqYMZpko5PB3m4yGu9sbDlBuVxvCoDTo7NR5JnpbHzel+WWLFeZB1TMouHRydFnZ+fHLkq9fbNSW15prTW4zobd3dOsF2cnp12vMRRuWHYJoOCQINhyfa10ZbtcaXEiUjkJh/s1ZRdLpe1G05UimfaP4um9uH86POu5UFrefL3eKIclMZy0e6P+aJyMH91VGUkhm2XRqDppPu20705PHk3OhlV/za/XlltLy8tLWZaedEZH43IxGXbbp42FpqXAPi1qhm+VHvYn9jHz9ZlLV3PmzJkzZ86cOXO+NvaLffLw0m/zajzrOPXit2kGgLbQeqImvVHvvN3pzNK0fO36xvUbqy4vJRO/sn/eG85SOT3v+eFZtXxDlCNt+9Px2eHJcb8b12pXW1tvLW3fXFyS1nbDyVjfP+ifjrnPOBYWDboV5q5YXM7yrNG8cvXGuyzYAm9dlqsFkrJSW9AKOItdjFw909Mk66hiXCqt31ja+usrb96WMs+mJ/np4707n5w+6kD7wFvfWjHGJSGkO0rTTud8NgERXFlc3V5+49balYXCTNzSSVzsj88zzY3lnBi7SBf+rtPBvx2XHjDiyC0BABmkHNT+qPug03503l9c3tr4/o/e/fH3WouhirrpaFi9036y//7JaadzvrUV3wgX6+yy8SBYHUEap8PJrDfpHvei/pjVVy8adQkBknPphkHoiYXVxlaBKIihMiOw40AXeWd4/rAjlk+b17K1m1d3btxYbC3nGk7ORx/vH41ms7fevnbj5//l6vWg6g+z804YlHxx3Hlvb7B/b3T0RnF10ZS55MrqqRqexrP+p/uDvX+98/DOnWhohfUUExJYkWSZRxS4Fwac7yLu6g8Cfv42AZAlILSEDL0sSvcfPZnOhjdfu7a1s7G5sSG5c3JYdT6jD+59evabKAiL6xtL0mWFJg3WKUG1CT/4q83rV5bqJYcryqYLD+9H/+2/TyZ34bgMeWQEkuvG4Rosr1UQQoGeLSTPPaFK2ZCdPJl2J1ifJpWS2d6ubK3VqzU3HoFfCssLTmWZtt/iN6+WpeFRz9fxjv9+cPCLdrfdrx7p9WvBQqtmIQcACwafZ/j8B44nAXumvHyZmvVi2acFuGi9ZwEALGPgEbhKpaNpfDw4fBwfn9ea19669df/S2ul4gmDeXq2ezD++18+/uThzIk2+jub+qqLHrfgWuBcTeP2bNw+Oz2+89m9J8d9IDSOo5EB50awBHSt7C+Ha+ubm0QsRcogc1U3zLvOOB8+HlTbuNKHwsErP/j+1sZGCaSeqvOD4ZPdMfeWv//aX2797U/XVh2edbYOTtY+fjL9v987eXx/cGU5utXSzSthgCoZxbN+lkwH5+3ebz4++fWnnYNjiBKoVV1gHIAskAVigADsop/p5zsEIv0x7TpPe0kAJ+WbxGZxNExPD2fclm7cvL20urbQWnBNUpafPtqfdoazGZwGyxuNtao26SSb6tl073g8mflBdaNUXVjY3Ny4sl0yyfBwr8xHvbMiSvUkLdYlLxhO03yY2kEmZXNz7bW/XVy+zhnn3ILjRJlSCXhMejJHGCTRyax7MO2NihE3zavB1Z+vXd+o1nT5/KPy2f32brT34WksK2plzU69oFVHyGw8Hp5Hg65Xbby2sH6rsbqydm1zNG6P3d1myXbHHEEDo2cNBxh9J1cK/iHaev7HMJeu5syZM2fOnDlz5vxBwJeiNz6/AvoSGBSMEq2mKo+LwgKUy7XrXvUmMQV8VGmxtBDTWRTHo8HZSWt1rVbXk3iaTKajkTaq5iy8KVrvZJWtvjAca+Gy+p67M9iaMqfkVyvW5HGUxAklmSxMVXgrYW0Hg3Xy6+iD1iAQXAE6Ba65yGIeD+w0dfOSgCo6V6Hyehauzig1QeE2B+GyDycjUNM4G+fZUKdOPun2u+fn3SnAWm39nfLVd6i51lcFUcAqYuGKu3A9LNVWc9ASQXKw5k+jTvA5z/0VjAgQDLD+LHnSHbZTpf2Sv7FTuXqNlhaLJs+cqQIRNGTVNzyK49l4Npu2aIUjumCFKSga6cFwdNLvHQ+ymQIFVpuLpvKSAwNmiJPrpAZSCkFYY1OPlwJ0WJbttnc//Oizs0IvvH57+e3XaxsrQRCms8FolvYyHRHvl+qTxlKy6FVLtFBGafSsEy/dPUqKKD/v6OnMazSLJOv3zvYf3zl9fKf36VG8O+NchuWyl0nmegwZQ+Y48jtVD7/OdF6WZ/4+viy/BoGAiBFyK4fdafu0z0MI60V1NS+vx5wVVVssTKW7C+0TiLvKZgG4VsmsdWXpZ//1TeGllZUIg6Sg3AdR8iury41S4AGBKUDlzOiiKEbg59KFXCninuA+8LJK806a3O+e7ReFuCKbC9Xmuqw1uetZQPf1H9+qXVn0q05lqxN7T3wbhkstmG4Hfuhyb5bGaVyQcQgcAo1ogQr6j7gCEF6WiF8hoelZzNPFVYEMCQgJGLFoGM26s2iiJ7GPtZXK1bfk5mZcygo29ZTxVz2/RI5JdZZGUZKmebkMqKy0msPUJr3h6eF4PNUkEs1AOEbwaZrmhWGub6FQYBVDBG4IEqZmUIScCVZOJvTh4emT0QBW6vVGtbm9FpYCTOOkN532kkSF5dUrsHl70lrUYrJQwZXXllkyXa6J0UmfzQaQjByTBMS7g87k7HB4sLv32992Pn3opNYrlRdXS2MIyq4vgZEC7oNEZAw4gn2WRvZSZeUfDQQkQsp8k1EUmWE+6guvtGT910zQSpgMnKS1uB4l4340iQbtKOpa2wAW5ybpT6ZHnaTIyhutW5Xl66X1raxcLpKhXGusl7VemEYF1laaPIAkiSKlo8JNCqqg64V1t+RetCuVAbhCJimAKRw3EnaYTI+jwWkyTkDXDd8pmu9OqmxGaVBfX3USMzrslWezWb+YjHxYhjRWk0kxiZMZI77F6+/ItXdNq9URYJsrIV+qlgZu05Sai/VmzV7Eul+8D3z1efsKEvCf1ofNN2AuXc2ZM2fOnDlz5sz5j+BF3erFrlUvfKG2iAVjmWC6yNMiMeC3ynLFpUVgsZJ5WGtUxhOtRmaapY1YUW60wsLmE1tMOGCj3ryysLqtSkCOsFCx1tQb9XqDpbnSSNzmDGJQsySaxtNoNJ50e23hW5IRcT8zzC03vDIIDo6DyTRO++dyFoNCrbkVJevVMwG58TUJQiAJwDWgQpFbO9GKtOpneQJKgltfWH+ztb1NEhSTCG7YrO6U1wmZJoHMIQStwV64rv5EVoOXIAAR2QtTCqKMU1MYWWltMLmzffuN2kqLSiISeerkssYay9WSg6hzMIpsjpSBMgK0w8z4/Lz/8HH70eGoO/Wckl9WijEE4uyyCskalhVgELSAgjGFhjML2gzb/eO9s4ePTojVNt9+e/GN2/X1lZKfmYkJpNTIINcDjRH3U+mQ8IJqiRqB7zFmlWOdiggDWUKENNfd3qB9enZ0cDgZDar15nJrHZJgejpNEJnjeqXQ9RGe9QX8Bparz82dfWbT+arNiZ75VS68D3QZpvQ7F5Uv3WkRiAFQUSSj2aQ7nYzB84BCayt57g49ISpNXFyUJQ8ohcmIphHKBY/couz7329cJzb0gylnY1SZQE+SIwhcHoKFIgelUVnFIOEYE2LOrDFKWo2Kkln+6aP99z5+YLC2vrOzeq1S30SvyQGs4/Oleql6JbA8ctxT4OekayYXSMuhFwom4wisQemEQAIRARQgATC6aCtK342l5CWeX2AEZJ89B76gw3ypIvNUt2JPJ4AIDCFjQlseJyZSgpVbG7f9Bbm8/sZVbDqFjAG1q5VbsaWQS21Uaq2WWUpZapqS+9bG0Sjud3fvP5ge93y37DgRYMK5LJRVCgRnSC6RLqwmBGKgySBpm1soZPt0/Js7Dzp9tf7aO1u3rq5f3w7LnCYjVWRFoXWhjROIWtOGkDEsUKMAt8SCgLsCBaPAk2VPcJPZeBL3O93D/e7pSQI6aC02edMezbKpcbmUKMAA0yAYMAaIQPYFl86fiPqBAFAg5UJnNst0bECFlre0XCm8pYTrDG2l3mzljnc2i7qD0eh0OqtVq0wKUnmexgWQcEorrY23eE2mAEKsVhahsQWNKxDn4AVgdWrMhCHLMwZJgul51LkHeayMr43DhFOv1ysSLDjaaqUSZVOtU2sIeAh+Q7ssc4CD76MPCXM5NkrubJQzKELfKdK8iPJ8pmZTLStNf2nbX29hHSYMfNdpLFzxGutUFH5QsgB5camiWgLAp7ljnz9jn/ngvkU54f8AzKWrOXPmzJkzZ86cOX806JmpAYDIEBRWx0qncZLQNEfhuKYktSDpaMmkFkEQWGsgmYEkK2yeKshdygJIPQgCyVmtClgFxsEUqGNhrCslMO4JSFyWl1iasURSCqPe0QMdx7ElURTIWEm69eb6rcXNG0vrDVlCBaSE5J4b2QKyJFaT3ETG+mRyo/I4zoeTHCyDiuf75Lk5wxRh5jouiDr41VolqJSgsOC4wLkwtmpsNcms1VoKBwCUAkTg7IV6nD8ZLj0qyBFltdK6dvWtRtmQriyvbTRXGywwKYyVSEGkoYfMEikrhPA8h3PNdCxN5hmk4/O9X3+SjQaN+tJKszLLj9pTboEIL5UxBNQFEAdiUFhlmSWVpr3u0f2H3eNub5BW1ndWXn9r/e3XghoJlQQSaqF0HciKWRwNII89dA2Y7nDUPWl3J9OZKsCr1JaWRegmGog7nl9dWNqQpPWWXiiteVN3dpQdF2edWaHAksDi23S3+6Lk9Oxc/l0Q0dfyeX0xaAgv9B7LiFAX8SiyGcsLSHNIHShKNGETy2WpUq4GGAgJuZpObZRDxWW5iCVlPvd9xwhuhXECVnKMr5PS4DSNhxnMIM+BSWQOCIchR0WkkaMFSLRN7KSf7z1pnzwid2t0faXRvLoQLDu5a8laAmUhslAgRtZMXYQy96OEdGQKjbM4NhkgWsEBUQMowAKJLAgCDt9Yv33VasNnOfB44ab6vV0ILyFAAoaABESAhIIhcIdXGt6qXA5bzqbIsFrdqWpHO57loERRoEe+44Bx0VYkWzTKzfPCKTmujbsnnaP7jx7evefn7lLjSrmawwxdGbrMd5iHGhDRgjAMAZi1miO5xrBIDc4Gdz/cffikUzi1G6trt3/4/cWdJqRt60K4UBYlAUU0HbTj3qlXNB1hjFLdKDrvTyOUUK25tXq5UvUcD1ThO245LC2vrjXKZWJcCN/2bZrtDooRECiltQWDYBAAgQHQS+WBfxpvVwqxYGDAImkOooJOPRc1LFeVY3MV+74XhDlnBeTjyeBoOm44MsAkQmOBIzCs1kuLCzK9aGuLkBcADsgSuBI4EqiRh5NU5yazEI3j83uHdkasnGZunntE/o3X3n793Z8YF3LFuROWqotOUBauBgZAGWWFj061DGZgz7vDyaww6Hhl1y9LwkLpHJmTK2HinNXJqTAeAvpAFgoCl0G15ajMMQWQvny19lk+3ks8060u1av/gLH/IzGXrubMmTNnzpw5c+Z8Q/DLVuH26XfnLygyX9gUX8g/vszyQEAyZIsiz7QmYI7DHAHc5QACgQEUQNYyJBCgKVMmMxryGSPty/KC8D00QzPbs4WxOkJNhV7SsCZ9JAaScTSxTnv55BxUDJJBNht0DyFLIbmwSjX0bOSjqQZXObrcDd2FFcGsaJUhnYEYTQb3vJN1slObdGgY51nor9bFwpVq6PnCkE7Gw248TRkPQ48LdZoNWJoXCWdCOgW5Cj3heVw4T8eHXrVk7JvCnq7REX+fOvb5yGUiiwhkiRBbi+srC1vRCLOIyxJ4JbCSW6NNMbNRPzrNdMG0FVlhLSKAcR3y8kKMNXbj2cmgP+r87D/97drq9YPzYm90WlhlkSwBIrCnlhutNELqOlamaX5+Njk97Z/3Ustr1cVwabnUBCEQjfE9bFTd6zsLH4wnYdbN9+72RC1yBlmvM9g/O09M9crV+tpVZ3UpdwEQuOM3FtcdoWl93fP9SthId6d76R7unZM1SZ7mugB0vvn4EsDTs51erZYKEfFbzDhdmC6ICAjBchQCpc650kAMrOezSjkVESNdZkxYElYAVwQyJ5vaNMepRg5UMIsmB5W4WeyxUdDbyx/dTybnEdSgtQJBmXmhZEJa6xqyiMIBV1pn2IPBcRH1EAoQEsJGXFlaJo8nhASIqAiVthmzeagCjPw8qUQn7u7D499+NDAES2uwuFhyXQ2QAKYABpCBhW/QnPTLx/arxuyy0IrR1+kj8Xyn9FQaMMAQQJEBxFLgBb7X4pU8QAATgOGK2wJUrKJJ0R8ZI0r1DVnbCP01z60ykU+TNpneeHjW3m/PxtHiamP7xnbGqruj+zohaaVLghsQHIjQokAGlpgAoDyHJB13hsPzGec1v7wsg3qlUg1djoZMSYar9fWbGwtXl4Apdfhg8GtTrurMDvc63bPdztSpV29tNXau+9VmYVCADKuLZllVa81y4EnfnU3j3mft/c86hgaWrAbKATgD4uAw8NjzkfjCsH57njkPvz4EaIGsBaYsU4QApIE0gghBeIwiR6UauZXcgk5AJWSyJDFqOFRJ5jhoXMvYqJh1lAarQJMXaUF+iYVgbCapX4JeaCYzHXNrIZlqNR7kY6MZzSzMGPDFYwTkTm1je2E1qNQ2IpiVG2uVBkb9mVSn6uyDSC7JJox7j9uHZ/kE0VtcWGlUFkJFMdoiszq1AJI5biGxoyNmdHkaKcED5Va5dBkHjsB+Xx7iF3LHkL68xPjPg7l0NWfOnDlz5syZM+db83KYjL3siPS5rZ7de/H3mW6FLzzOGqOt0QAEwBGktQKYJGKcSYlcMMaAEamYVASKilgVhZIeCict0v3O7uFofBr3zyUFvPYOb74bLG2VarzsAZkii+M8yaxhwDwsV9bXVkKHing07Y9nkymPT9KzWo8XdbMeLFW4zwzkq2/d0AuT7nR2+vhfOrvoMM1UypUo+4uba1tea3V5rdGsSB1PVaZNanwUFZnFvd8m4w+Go+FsljJedqvX/OaNpfWr5VpoARgHwRCBkH3H7QXpBY3qqzTEL/JlrcLoQowhTsQBRDWACoeCg9JApFAlRb87PdiN9iDKkblVr1QPyxUuhSN4Po67e92oHfuivLSyHiw0lcMhcLjvarQWrMXnYqVgpCH1deaCxeGo+2j3/Og0KyhsrbVuvFZr1dGAtolF4wVyZbXxd3/zw7V64/R4+uTv/69H/6C4ax3H1QUrV1d3fvKOd/Vq/dZmEQISCEWeX+dgyDa5j1xKt2bdkoucwBRGq4sU6u8O9l2pMF/gi1cNwGVRJxCCLHKmFDgIjl91S3VlrTFWQOBi5jKPQ6p1Uagk19p4ieSOJam0q9Py4MRMD8z+hweH94Y6lcwVP/nLjbUf+LU6R6EJhFG+BYUAjg08XbbjbHw4MFO33HC3NsXqWlCpOpy7BoHICk5kM0KbZZaPypMn2dln7f6JeLSfHg3i2lr5ypsrt99o1uuSsdRABoAAzoUG97Wakz4fkc+ftl9heCOAFwventYI0tfokIAvNtRDUmi0Q+jwPCfXgcUAUg1JoRzKRJbm7dHxvaNOJ85lg4XLfmnBCwCZztQwHu2dnp1a64f1Zm2tsXpjrROD0hqmytHCs0wY4BwYgrXAABgyTsbodDIa7O3unvdGC62tcOXa4sJ2LfB9VNrlGQgAuP79m//bpJicJvHBvd9+9mvmAXcxUpCSV1+5tXn9e+vXN9xSTRMAhCwEDyRQHoau52BhThzXEZJrazRCwTBhQBwUhxIHCQAIzAL8AYrRvmR/z8pnf/9zIQHTwDMrcmPBZpYygjxXwANAj+uEMp0gKZDCFZIZslqrQhV5Lh1kvhoO7ml1quIkHsWJqnj1a35rp7yyEgZWGu2gdkmjVpPpFDRAtV6p1lyO0DBZSlnhkZocPL5Xywo/vCEEl85ia+UGS6VLbZ1O4kf/dPde3FitJno8HHQ5bG6uXF++shoucsOzKB+Pon4BGsrSFbGdPUiOHvRH03Z7KkUrLG2HzauNtRuVqiMFcAGWgL3488MLeflfAn1JyuSfB3Ppas6cOXPmzJkzZ863BvFlBxbZ37UA+TLdChAQiHEUZAC0KpjORZ5LzZlxmSQmgQuGCKZwbR5AxpQ2OtJ2athUq2I4mMbTrHe2mxwcAZahEuMmLFtjxWop4Jx5JMrMaynoQljavnbz6pXNpYYPZnZ+vN85Phv3zfD0yWg2Q89dWF/JGLd+pXVl28jz6P7R8ODQdLuFw8H1pbdSXtuslBar9VY5CCRqpRkZGQjfdcmxs9ngPMoGg+E5nQ/BlGDt3VqKnggC51pQBm3BWBCCLkbtOywYfDYLr7rP56ufL679L8KuNDFLwC14DIhAFYCYyiI33Un3/uHJPRvZRmNtsbW+UWs0XJfnyXjaG50dnU/H+eqVW0ELgmZjlhaKIXcdFIwYAQfgYAkMKNK579iqK200nfSGJ48PHz8+zP3VzdtvbL5x2w+A59orgeDSKKjUqm/euhEUCL2PfvPxb8/OuxAEfr0lywvXv7e53lqqbq/IJjMcmAEHHU9WAlcWxUxjAsw4ruSckmgCRVYJgtB1yL6qYepVhvKpj+R5nNV3BX1OQKHLfyxaYogOA+AEEhzJXGUkIXEeSp5x4ERgVGKKCDQIshLQ4Q63IcNSNIt3n3R/+d7B9KEuLfqvvbl14+bi6k3hV4yxuSMcR/qFmjKrMaV8YIcnUXu/b3K6fvXq9VtOs0YcgJEAQgCDVjFADqLQkEfB3mfRR/94Nuyyk2GsA7b95vXt7dWV5VCIBLAAMoiCiAGyb6GIvJhj9fJunqZVAYG1X9AUv65u9cyyZYiAacuVgiwFyzG0BkQBQZG7KqdJ2n3Svffrhw8e2ty5ubi4FFaDUgkINBg1GA7PehMMGjvfe3NpvcSqomA5kOUWXeAuMoc9d0oCgQBC1Mam/fH5w70n3XG+tnN96+YbC80Vl4EgQ1LkRmaoq4v1v/qrd49+8/gf/+G9ux99mpP2mnWsLgWr1zZeX1/auRk2PSZAWUAO4IScu9omMVOClAtYltIXjMgqoJxBxgA4WAYSwAPgL0mFLwu0v79Q9vfxhX6PrxCjzwiEBqcARwEBFo7QvrRoIEsghZxQxUWKhOCGLjpokSFDRCklMFI6mY5PZoMnSb897XQhK0Pz9sKNHwn+VnVlseyXPJujygrNMkIIl6tbb1y9trVQdSEfp7PxcMSPz/Xo4H6k7dJyjbNqGPJyadHdUJ4u2o9Pe2cn2bCXHEtolMD1TeCK2mK4sFRbtAwnk0EaZ0NgWRhwVkRZd0Yw7h4f2dNxjkt55Vaylga8EeAyLzHBLxV2hk/z+C5O7a/o84hPh+/PL/dqLl3NmTNnzpw5c+bM+QZ8cf1CXyaWvJyT8vyuZ7t5eb8Xj0JL3BZcF9y4HAEEoCTgCABADimXEskSC2eazvJ8BLmK5GJpqbHY2EqN54MYGjsbP2w/Shi+sVS9mYuyZS2oQ33bc1NauXazuryIHnGIlr0SCB7H+6cHezCJl3aupzOF5ZChNx1PB+fdPI5FWLLrbuDwaliSbAEZy5LEjoY5xbW6yOI0zgpDSheZTUBKHoZ14TlRWEUjHG5Nf29i3aqsBWyBSUAOjDFEwGdZX98FXzoLX8lXPykiWouWmHQYWMgMuBwcBKAU8r6ajNTp+M6/3D048rZuv3Ht9RvNtUYYCgk6nibH7fH982lB7u1r11eueJyKwUE7NUVujQFLaBVAfpnzhRJJMFMRxpgozYpZv+i0s/r12uqVm0vrLccBBxOHA0cRZWbajYZPzk4fdOKpWlhZr66uiSDkfkUzXzqy3z+f7rMqyzZWWk7gOEJIEo7wZC7jVHOTOkIg2Xg2gYICx3UQ8BtEs7/ygH7+DH/xennViKaX9/50F0RAhMAQHMlcDhJAGmC5dsi4QIJQoEcAyEAKEKQcLbiRPneEZtwyRFaulmpL2faNtWlVu+AR5yftjjrG7XrdZx4yC1o5YH0hHPL7I3N8eL5/fKgcuXJ1a30ndMUAreJME1kAy8EYa6y1rnB4UKmuu5tv1uRBnLpnGabWxONxdzSuBK0AQRAIIsYuy5ueJ/W86qC8sN0LUs8LGezPt7wIwv+iVEUWGHula46eSleCABgRGgALCMoqYpSbZDILKrZomBhHk+6Tk8fvffLogyepuNG6dvX6m9tLqxR6YLI0GquTx+lhm+qLreWrYXXZjJLZOB0wlyQH0gUYgyQvjpcjMDCMckE55FE0nvR641nC/Wq12qr6da4RcpURN4JJ872M6AAAIABJREFUsNl5tz95fNZvt5mQ165dJ6EqSyXZaKWynIzOH3/22XK8vs1bS0sADAoLJIQFXxOpImPall3Xk8KS0UCWMYOAANwCZ881vj+Ei+d3CV70+04IwgtFXZFLTABqhir0uEAwAAmzmTDad7h0obA6KdAQEhFpY/MkiQicvFoPvEq5QSUvyHNbmEnau3umU5jd8K5cC6vrs5iTF++8xqcFX9y42dxcKQUGi0457pSrkyw6GOUncGZ7nYWFhZsglbZpPJl2Ou2zXtetVJx6NbGZLEunUmXMjaOzznnBgnq1ZBlYphLHxHGSRKoIWFCpVVZryxGWEErGKh11opMnvoPSWUBfGrrUNC91va/+VP3zZi5dzZkzZ86cOXPmzPnmXK4KiYgIGcK38RChfbrUfL6oIUBiHBgx4gz5RSIWADEwCDlBH/ipNicwHkIesMWbpdrtymbZw8SlOIrT3376aPrkaCDUuNHMaytcrGCzvlO5rgvw/dCEQcyUYHHgsEUzGw2nB3tnQJmxut8derrsFerosweP7h2AaDbXrq+ur9cqHug0GUajbrS3f5cGjc1b20GzlaFSQivIBqMuyfJK/fbi2kpY95ESKGLVmx3dPR3vap/VJbrVtbJTAiugUAAWGMI3llCIiKy1Lww6EV0IWBf/0GVC0pc++KvUKyICRAmEeQ4MgAvImZUw8VW/c3T35P79+x98tvdomOFWsLO5+fa11nYYOLmNJpNO7/R0+HiWU6VxdX3VWZM4HQlXIkMiYogEpAg4A84AUHASKo9m446fTlQSJzNkVHfEQqVU931BoIiSNCsUFQ54p0ezD/7pwYPfPi7CYOeHP77++marVRIAvc7wYP/8k3/9Z1ur/vS//q/hQgsKMAxysgRE1jjIuUWmCQEcxwGm8ixVBfjeVxTdfH0sGfj8NNJlzSaRBbIIjAMQImeAhuj5xt/sABAALActrBIEDoIkK4tMsixk1rEKARlHupAhCKR1HO17zBEWBNOGR80lp/7Tpes7te5BfPIkvfPx3odnnSsKgtU3aythVkyZyn0ET9Q4ekma9qeTbqLdssbmSFS45zPPswhpoQoEIEuMQCAxaXkTtn66vnBl5+TBeP1gZX/3yenJbmRPZGNrYftGEIZA9FQ1/Jy+9zW9UACX8WFg6bloS09bRVqiy/cTAPvCRQGEz5LXAb6krhleODJCIAIGJMkaa5HRhWOQoycd5JRAOpMmDvJZ1O2c3X30yS8/HPbtxg83r9669dobrZWVmOtpPur3Hw0HuyLJW155tbS9FFQn4/0TA7kUCjAlKhjSpbEOAUFxsJwKoVOZJXk/igeKrOeFXrnl8nqWCih05prCUQUraO//Z++9nuPKtjS/b21zbPpEwoOm6Irlbplr+5q+06N5UIRe5r+cCL3oSTEPkkLSqHu6+7ruuuVZRRJ08ED64/ZeSw+ZMHRlWNV3uqPzFwwSSBycBNYxzPXlt7792b3//b/817LP7//413/9n24v9apWK6tY/vzp4//zv/1f/X/88K1f/rZe//VKLyaCq+DhlfUEJhGaB0cRi0A8MVtB7FEHYgOrwAL+l1FKXiZdnVvpXhZMfvpFYe2dYdYAkSIiJQwy4DAelaSSyBuLolJERs1S4srx5FgmU6iE1Vp740a7nUQ6N9V+Pti9e+fgwVe/L8dFnCyraMnF1+trq6+1bktYC1pd0TKSQZzYNAya6h5W/JdRnzNkkx3vVpWXydHOlx99dueju5B6/eqtrdcutTpxMXlSjg/KcfHo4T8cHzc9ve1XGrbiVDDMptnhUHzHL2+2Vq5sXEWgK5cNTw5P7j0cPfnydxWyoPE+go4ONDT06e/+wx0N+foVUf+1sZCuFixYsGDBggULFnx3Ts1C846RCDiXSJ4fwhK5MAsz28ELXjLPXkkz0UwRUxCtYZUYwHs4lkorIRIIM8TDi8pBI3AGJpiluHazvvJzU0uVObS0s1Iebe199fHOscmOy2lOjTiIYMM0JKQMz5gSvAoEdlrtJWkUdmqoGZTe+cwV42osanwy3j3CSYX1je76B8vXrrfbgc/3hsGn2eTR5METnLT6q8lqWWOUUFXlpj7PodaR3o6X36j30tAOTPlk7D86CI73dwfjg6vqys0AdXGYLR6l6IeMu7roujqbHHnJlt84NkUaAEMTjIbnsRQ77uT+w8///Pu//dPDu8NG763Vaz/efOf1y7e3Oq1pkB+VezuTu3eLveO41pSt1XS9FyS5O3G28iorkRXkWUFY4AAQSoZhiBPOR+Vw53hvd9AvjWm12uvdTq+RwlqpysJUWUgSI9BFtLc93d83az9/d+ndv15/t3dpVRKXdb+yk/29/U8/8jqUv/qlmlasNKW68qKECdCggAGBImW0BXnxAi/E32m5v2fK83x55wrMU/Yq9gCI9GkmNT3VlH+XQ3/xqiIiRUrEwhmpoAmh9iFlJGNbOfgMEjgvXMI7iNfKh4FwDK1FhHJY0rVJXI973ejyVicNq3t3j/nJ7vEBqtxUlZDx2pbiiEtfjMt+P5u4UhJEy7DdsUlrUWyYc2BKJAQzGwBUJNp6H46KmKOkfXOps7oeF9nOvYd4sI32ne0rb2/EnbYoA6lEhKAAfI24+tJCPFPyl8oc36vTl4t/CCAIk1Kh5jAyJFJqdSy0n01Hw7t723/8/KM/3TuZmNbG5ZWb19Zu9dYum3q0e7J99/Dz/ZMvKpykrXarvbbRWet2IlU93knhGsoDVcwuUTpSYMAJBFBaFJjKqR8N8qOhH0vaqvd63dZyJLWsNKK9S4VrXtzUT/anRyfspOmWrvfe/+Xm+klMn7vxyfFxlfLBzsPjw+3LJwdvjkcbSQ1KwTMrsAY0gSGevWMvJIBokYCReNSAgGAI1V9E23jmZnUmJ74kzQkAFJEmIV+yqyDE0AzjBMwQQU7EZcUChEEah1GooctScnYFnIZtx8nN5tpfxUt1Usc2+5O1e+ruEfJxlW8N+tNgjLCDpFYLXC0n5BqiCWiRhAauEe80alWSZGNKTVAKT6qsLIaDrF+iaqJ7w6x/EF292ttMqqOPiz032dl9MP4yPwh2O61mfCUlrz2oqKSyKr2Udt+PV283u6aZZpg+wJ0/Pdp5IsPR4Y60L60G9QYZTXSqsZ6NVv77YyFdLViwYMGCBQsWLPj2yFPt9xmkiIj5/MGLysjXh149t3MhIigClBJjxBgPeOcoFypAZeULVGVWucJTTQJDqZQRkKL9eqv3dm3ltSpA7oT9Qeq8Np4suMrH4zEJggASwHlAIBqOUCk4Jq9EB0piS6EVL0AWqJyqqpz04QCOw3h9ZfO9tN0qpNA2W9lsl8MKnx9hWJzsPCq2uqGqrK/gHGyq25vpyu10eUunUCBDx2ETYbvyO5O87Hufs0OZwYeiLbH8gHFL56NR53OXX1NuEaKzsj91GGYDOQbQBANooCryg4ePH3z+4acffvnZ3UPHvbd/8T/f/NXfdG5crqdV5Cd6sJffuzP45GN77G5c36hd27jWazWrncE4CyZFXLKtWLKiynJfOXbGM8CVNio0gSWpJoNsPATpMK11eku95U4YQBklbAypwJc8KVXFJKEJO72t2xu33tftbKp2ahEvdeOVZtQJ7cEk23n0aH93v7expkMtgIMYRTPjkyICi3MeIKOtBr2i5WpWtGezZPTsD52e+HQxu+c01E2ESUPJq/vsTlUUIjHeRUYvaR2xy8VnYGIeAUpEQIFzBoI4SuOwbU1MxBBnNFciMKSMdz6Pg1ojit5888r2J/LRnc/cAOW4nEyKpGu0ialAOfKj/mQyyZRS9RYaHaRNZUOwMFwl5Im0iLAoiFXkBZWjQWWGKsoStdy+0T15tP7nTz8c9TEcYjweClKWggBglpM1U6++a/2frsizH9LTDf75WX5285KLo4Yv2ucZTPBEFZRACQge1sB5sISKWVz21f3tz//207v/tD064u4bv7z+458u/ejtzu1abalSk4E72h9vP8x3dB1rabfZ6cSpZFE5aYlvuqrlHClJ8youGRk4gDcQZUquVJnrcX90cuiLspU2at2lTqvVqMd5MC2pghYqfeCFM3ZjropAt9brm29G671xWDFU0gyW1hrtdoDi8OTwcf9o72C/txYEJoYiEmERz+xFmNRMFhFAFNiIWCZLMKerK/4LSVdPyYoXblZ0dsDo/Picb0inh1dYITc0CSxD69xJ7iQkVA6SFaoSLj0qBwXAKaoEpYJvJKkKiFW7XrvU6LZQR4UemboqREUVIqeMF/KVhwFywCsUBEdggSVYFTvVmFJwIj4zCmmsrfHOeXFcgasAumcb12vd26bey1Wha/XUN3h8FGiXFUWRTyrvSuULL6Uo2EZj+Vpz6010lrMEpI8Ca22qlR1C77Hvsp/S6YTg+YH4wXQr+s4rJPwPZSFdLViwYMGCBQsWLHgF5CnJQ5iFZwOD549d6EbOmsSXvkymmeWKSAeiNWmCIiMcOrG5F1WwnlbVBKhIE5R2KnKUGtOt2fVEV31IEK7HratI4Qy8axSZ1uwZUEZXVVEWk6qcsk80oATiwUDhUCmQHkMzk/Laig6gyVpAJq505DNlAthAhz0bt1SIogiVjgODpJbZKK+Otc5zm7vQckyU2mQSSthcj7ubHKJSsGRNqH3gqlqFus913p+ehJO1JDHGkp/96vQiJeQlRf+GDc7Hpr45EGWWEf+iZyFSpLxYoUhgPcpsfPL44Z2Pv/z4w6++vHsywHL30rvrH/xm9fZVlULJJCinejQ8+PyLxx9+6Hysw8YoMtvjLw+znezB4/HDE388SL1kR/3P//zJoMqX1jqNRrLUjGqNZlSWk3FeDPOsYIRhLW2F9SitGxMgFzJhXbkK2cRnuc8nAFMYIkwRgG1QaXZSNFJ9ebV3Y2vjcPvJ7tHB0aAftZpeS5JaFrCwIlYkEK+ItNazYbIfsCM/rbqGaMi8GzyVrmYLKs5chLNrZNZ4v2LPeHrhKSfaq1S0FZUwcudcVeZGARSIRE5CoRgaYVy3YaKUUaQVsRLRGpX4ymfki8iImLhWM0v1Rl3DDzE67BfTOOyE2gSu8EWB6bRyjoXEWKQ11GqxsWa2hqgCCRtCQkhYtPgS7BlDUVPQVMgHYby1uVyvNc1wYI0Wcc5PoQuIAYJX0a1ewumth58xS53dpuZy1Wl8+0xLfEbieqrKFx70BJlfplACzVAM7wWVO9o5/sfff/GH391z07S3dq333ntXf/PT6EoNrem4Oun4ikf5ZO9o+7N9j/1WfbL38cPsq4OO30vHDvuH8SgrXX/yaOfBR5/5nZpdqnWuLIcNVVaVlFM1mew82h1PJp1et7HSCyJrtXZEnhS8KIZ27LPSF8zONFprK1ffCHsQ6bmqZcgub+juchv6cVX1q2qQ54Oy6un49GYzWzcQ4tjxLD1NmOQ8k/4HnU17MTT37j63KN7L/8MQAFCKlAiIckUDowsQo3LTomoAShCKJq9LshCGK3OXF1WmvANImyRJwqk0w6BpLaYCp6GShq03VBIgzCjyZHOhyrOFoGCUs2vYgQWRhQOOPfYp8CoARd6r6ThvNgMbpN4HpGwcLadJzwSoJIC2Ng51FEZJMhjmIizCQkqs5SBGEFZhQs1uEcMbOFKxIolt2CBKsyB2YUCKaOZZnvtz6aWV+R4H4d8GC+lqwYIFCxYsWLBgwavxlHolEJHZbNRFRQuguSjDT09Kne9j/jmLeFGGbAJroRm60m5si0lSla4svS5RFlVZKG0Q1oKkE0RLoQlMuFGPSqixUOiVLgWeEIRBbOqBrysb6TAMk6iW2liXodcpaSLjBV7gGVL1bTCqRY6zajws4AxMCG09eRgnih2AOLVRmpcIS4AgQmWVCYok1INGs1dvxwhUhUjHSdw0piRthHiSK6oQJoWQG1XZWDEMXEQ+pBxlCGNnMTOEWVjPt1Kv5n333FT1NT3/rFH/drljZ+/onx5KIoAUOBAkzJErHzz88uEnn93553t3vzxxduXSm++89t6ve7dvqBaUcsZXgYc4OTkafvrpF0WuqscHg3/4278L8xaNomllpmbnYd6fRoM7X96vpuH2V5vXNm7dutJ880aim0RSlTg8zO8+2O8Xqr3aDpuxA2tRZLWn1FVjESISIu8kZw1lBIJaqg0ZqURpqtXSRq0e1+oqjiuiir2AtJoNPAFgmTknRE4zhYDvs7rdxVKfn8MzF8NcujpVsDwAEiIhAYk8NdT5nTjzEAnIg4y1Qb3ug0EhognstSu0DmrQifNpVuhKNAjTclL4KSMhEQ0LNlqRhiuqCXs/pVzxRLKRq0axgWhYhiUrTjunmA0LsrwaDsf5NDMK7WarWW9pMoAT1koZ4lBTnZAwK+8ybdjQAJIrT+Rq4JKgjEpCO1SwzJVIBXhAn1fo/MbwNcfjomvqRZWRs22eUa9mh2im07zIY/ItzgHGxXFoGAGV4sfHBzsPv/jkzj//aXtwRBuvv3vr/V9u3rwSrLXQqAo6Lv3UOzUeuUeP9v/+H/+/srLLw6uT309M9aiLQdclo3vl6KDulfr93/7dx4O96Op658bWzcBvJsthqEnspHB7O8f7xyMOmraRqNACyrCpABKlYIWLSZY7ZhilFDxc7oyBDaRZVGwCavd6YStutMJaI4hjrUiIiOYLO54XXEiEZBYNpy5YMf8Cqsa3F8gueHrBswtNeSfTvBzAV5AK7OAREWoMVcqwYgagyWst2hprK5OMShQMFSAMEGiMc0ydpDGJxBlbOFdwJnpM6khkVRMaCQpGVgEEBSjJRCY5eKwTUAofgANiq3VsgkSUFpHQ6HoI6yFFqbUO4/rExGRrCLRWFlAmCH2cmFqKwE+qYU6Z0TVR0BBHlDOz0RRaWA1FRCQMYchLQtn+/bCQrhYsWLBgwYIFCxa8EhdnzRRmXTkuSiBPMx+ZemkqjQjII2SkFEZBXcNM8tGj4mhbNZJQcpVyleW7T/b6gxy6FsfLRG1hCoJeGB6SHmo1hT/wRV0bxDoPvZdKnFdlKVRWil1Nc+TG+f6xK1DmKk3SzZV2Xky96wfF+PBg0N8dIjcIa97UKKmbqHL5ccUePq+KoSvygKLSgf3UOc4z8lVAtq4pVSpNEu19NoxF2345PSpHD5udTWWmvjyZupEX66QG6zmOdD0yacAE50+9Iqf1mqlR36aR+zaeCL44FfXCIzIfGHz+C1oIxCVVY54c54Ojo7t3tj/65OjRsaVOZ/XWWz/9D7d+8TancITEVJZIcVzZpupsJFs3XX86YSCbFvngxB2HmYt9kucO+VAeRIht0UqLbGZA8BV8CMeeHj8a3H9yXIWX2lubtV675DJSkTaY5sp4HZONwtAmJqopfTitsgNVlZEKDLQSXea8t3u0f3DMpOJGI2nU6816vRYZBT3P9WeQJ7AWwDMY7MUx+FsX/OU1vPgJXTwypxfCbChuJlGePk4vv06+/tkEIBJoUZasjdo66FRJx3qP3cfjpd5Sq1mP4lbh0r3D/qjIqImo6ZOGh0zy8TifcjFwKjS1ThLXu1HaRemLqRn3TwbjvZJRi9Fo1GpR4qtCwFoSYdrfO9y+/9BVbnml1m0tpXE9jpQvR8wKHMBFRYZyWhSZZ1eEsQ+bttZqxjqVKihGPOyX3pEItNFhFNB8TFOdCklz/9O3FzEuOqUufgM9tcnZn2fj82dff9bm8wynGvFFmwsUvIdmWPjAnRw++OirP/3xn3/356N7w7Dz+q23Pnj7J+/WlmFrUMYHxFqUmDrVlrIgqq11tTKuOiqzA5fvFroaluV4KKNCMU2rUR8Hu6vr7SZJ5XK4abOms8Ho5NHO8CBzCHSjQa06x4Ey1rC10CzC8FMeT3wpIWzkp5Odgyefrx6/2Ul9rOqRYDTc7Z9MiyJjcfV6nKQhKQFIKRI/mwWkIAgypZi9sJx7NgEm8HeMIPs+fMuxxHOtWQzDiAmjVj1MDfQYNEax74a1EGEoo+rgaLB/MCpzJGnYXmr2tpIUo2mp6nsVnsAdMw5VtRULrPIxwrxMK1cD4qrIvAwbjbzEzvjAawlF14yN0xoCW1k6lup4lE8GAwfUEXXTsNVpLjfq9nByUkmBfFROH+uyH7paEOaGmStkU4wmACdK17SpRYmxrh3XE4TH8HvT6XbqbmpVBbYyCpNpMRgzc73yUeWIiIyBeuZ9iO9+YM6W73h6vc2/gLXuB2MhXS1YsGDBggULFix4FWYd+HzxKeFZ58EQAc0aDJK55epsdu008OepZJNTlMCwxIpqNqnXO7Gtc9U/GB58kaVhXUdaV4OTwdHBwGWMqJMkPULKyqmkWWulaerYPy6Hn/gh2ulq7Pr50dHxw51hfwqvFQUWKtVKsv6T+x/1j0/Y4crm1s2Vtz1NsnLkiv5o+0l1kkM1kSwHjdWgtWzD3OaDOI2hsnL0sBreNdXrrjzw7pgZ00mc5YlI3ZsmJb2gLUYKigc2OCzyJ9XxZ+GaRKGS4mQ6HU5PODu2kDRptIJaalMjCuyhNORspTOc//2NpadTu9bLGr5vI4w8PTA462EYABGYwa50xcBPd7Oj+7vbH9//6k7l4ts33rv67s9vf/B29xKOSpyMOQzImriqCI3VrQ/++m96tw4P+9M8C0NR7kCXB2o0zfemf/7d/Tt3TtTmxqVf/Pzyu2/1tnpLyzUbmaKaSDEqi2I0yqaFJL2l5uq6TmsV2DkmqzQRmchLzBGCetJsxSEdVcMdP9gpjxsqyMFqNKge7x4fDScUp+1Ot91qpXFkzdnqgSQAi1fMRmChANFKkzq3BL4S8z7w4uF7ZkJtPpgGonmok8hpTs/5FfGdn1UB5IU8sUSD2sqgs6oGWXCy6x/fqcIrnc5Sb283v39/N/eTpS2sXQnrLaeVz4bT/a/GH/79dtoKf/bX7y+1LrWSZJyPTk5GxyejQXmUK7SaaHRrQaicOOMkVCavqN/PxuM8bdSWe51mo0mkSM2MZESkxdO0n+/cO/7y4/vTSXbr9pVrb7aWm0s125h4dfAkf/JoyMyANBpJq9UGAFjAnObW41tPpz27DV0M1HvRFgQ+k3Cf3ZGczqq95Hlnj54NNMp8CQlYZFQN/ODh+NFHu59+cnLvYK259eNf/vrHP31/9RIQAwFIRCTyDsOS26+9/sZv3fV3fiJZlrm+k0GCSVRmaohHXxz/w989yFXz6s/ei9+5sXL72vLllXqD6sYHxagcHOjRlMcelCQrK7WNtaDTYsCIMqIroITVQRh2G2k3CpPK+8P85F62txysBoklynjv/uGT7QOMC4EOw7jRSE14/vspUkRktIEIWAJrCfDOs8wlXXnJbeQHnbU93+dZzb8xgU4EgGIElY5Nczlp7lJ4FKmhG9wdB7n1bZjBdH/3aP9wVDo022F71URLcWJoqWhuHODJIbLBeHJveNCK00Yaks6r/aOizCOoFhAYA2un+fRo/6vH473MhrX1K1vLl3uJqdgfDIeP+48fj3eH8HHQ6KVRK0kaTEXFVRA5mEGZ3y1Hn9nOauRE3Djrj4eH2XQCqHoQLwXJUphokklai4PElXQ4PfyUOyZqJzXtpMjKUV5OLfwS0AKFShmlZ27f71VhotlqnBddn3+ZqdAfjIV0tWDBggULFixYsOAVefq1NM179bMwHwKeG2o77RRP/z1/F10RYojWhiQ+Tnv1znoywtHg4ONhKDbsDg77x3snVZGHtVa69Fp7adMmEScWybh76WBz/8vDo+1yL58Gj2nUy5GVJ7v7D/bHR65ev7Ky8vr60qV6YI9Pjtz00eTwfjYc18uHh8ko1CqfjPpHO/tffO6njV7vZrp1s927osPIq74NktXlTjk+yIpHg7v/775si84r3z+pRv2TwNOyaV+qr91C81IZO930jc5hp3HfTndx9I/jrx6apZbzef/4qP/oJN/RiLrd1kpaq8mp44RftRs507meaTvkwt+v3JGQAjwIHm4k7mA6uHfv7od37myvrL++3Kmvt6ye7Oz8WQrtrTET5nFZ1pM4rnXiq+1LV97ZFKIyi5Ep90SVO2Y0fvTR9s5ONijSSz/+4K3f/Hbt9g2dKB2WgckmkwGXo6IYCReVVGyNbdQpCkUr50pTRhFBK8PGqMjWWtHWamPwyMrg/qM//B/ZXqPdtXVlxjvHO3sTr+N6p7e5udlptUgEQhAorZkBJVDeEIcsEZNhRUye5/V/ZeMVASKzvV8ceTsbLJvv+cKFoc6H2863Ot3Ztz0ZlABEilVVqofJ8tGV68nurj165DApO6rJh/LhHz796u6OifnS5WDjcpzUCl9m5Cg/0dsfQyfFymru83E9ET/iowfF/qN+Xk02bmHjzXq0pMVMDE0CgHzTFSE7oxEZigKbRFHinM/zUsGByHMZqCBWigf544/6u48RTY+Xk7XHEx1qLke0/enhnU92kyj80TtXr73WisJQkWcR4Vn6Pwv80+rTtyo7ME8Qp9MjiGcvB8Jc13qB0nK25dc85enxEQExzXUrIQ8M/eTRZOej8fY/j+9t6xN7dW35jfWlJobTHe1UTiYPVO79pIxjanVRa6z/5OdxWXUDTZI7N4pQ2rLsPzop1T/FD7wNe5d/9tb6f/hZY33JGB/woK697h/XptOG4/HByRDUrTfaa2txq8kigZCBrkRVyqooqK13Vy93r11pVlOi47sP/lhVLXsUlsizR9uPi6G0N27dvPF2vd5JEpBB7s5+N9JEws4XhRGxIHgmQCuQOtWt/uKyxpmy+1If1iw5niCwjmoUtGvt9uryE18eZod/4PJ+6NZ9ipPHdx8/7CO5XNu4Vu9ezooojWycLrVXVpcvPz45Oh4PP967d9xJW2mUTv3wye7OaKgQbKbdtWZjxYpT0109eeQODgpXnOTtrt+Ie0mWnzy49+WTB8c8ieJkq9m+Wu9sVCbDSql2AAAgAElEQVSc+LG3vrUcZVMN9bC/89+079brsVT5yf5B/8k4Nr28tRn0rvjmah6VoW80W53Npd1p1jdHH03ujMJOU0VUTfbzg0MUoYmWm53X0rSjDYTmb1R8T/XqRa4r/AvokP9SLKSrBQsWLFiwYMGCBT8MF18Rv+zlMD3z7ynMUARIIFzpqBZ2GvWVOvLB3idfjnYfdg6XTmRcThDr1dX1670r15PlJUoxDTRUq7ayfP3mWnznYND/+PHJpyWFVioUZb8fmvC1jatv9Zbf6HYv1Roqm/pm3WfJtDx8crC9/9Fk3+W+zMps0j86OTa165vX11auvW5qSwLPfmLIrq8uR07u3Xl48Pm9yU6tQlmS0yYR06r3rrU236qvX/Ox8ZFR2FxafdIuVw527x4OPtre//19MpVXrgpU1W6r1aDz2mpnvZak1WwYh77ZX/AyXvZ9s25TTlXBb2g8X/Jlnoc2e5Fib3/7q89+/8Xdz6cP9u5NKU7Tu/c/NBHlUhQMpXtKLdXa7c3rl1ZvXktXe1E3MgECF7ZUy4pGiXJ3zzYTZ6gUDuKoVq+nYagtlGYFMRo6UI4nh0cPHz7a7jSvZz5vhSaIrFZOeSZWQk4IQWTbreSDd2+s2OAfP/74n/7r/1oF1FjqxlF9dJwFqK1fv9V56/ZSrxeG2iqAATVf2o9JPHlNoplV6agSLn1ZivN0VgZSkO++7B89JRcS4elpHDk7xM/KiTIXq777FJAQzRJwfMnmqLtR/Pjnr/3ub4/++//z6b1p/8kXE4Xy5HAILatvqMuXOteuLTdbQT7yNFWJCVabvUzj7//+/n//u+1EJ2EWjB73y2p45Y2VH/3sZvv1IFxiHwwtTbVX8BVJOupnD+4PuuvVyo3lKEqUrphFKQCVgCG6Htcur6ycXBk0/MnoUfV//29/RiACBW8GB5MqczffvvbOz653rrHGkISINJEVNiIeZyrjeZVe/qufeg3PFKun7ycza5QIzfQNoqekFwIUnWle38aWOFPeSZjIKziIohKSjY4f73754ZNP/+nhRzt7+10tNWPZ/D6qTFVxIaisOO+dvXxt6d0PVq9c6babnV5UD0GuKrKx4kozl4NHT3LZL8taU1V1haXIN8iSxF5bqRIvVcGTg6P9nUfDhKzWcRTPNFACFClDugKxIkv6yo1LP3v/9sn20f7OvQ//8IfYuHYkUlSTUZm2Lv/2Vz9defPdTnfZM+BmdZprqhBR4o2CL8p8OjWKjCIIEykhEaJnTtB/Cb/V88hzF8bzijwRICQUJ/XVtc0TMz3YffDV/u696WfjJ731UatxdP/hdBAFb73/2rV3WmvXAktllVljG43W5tYq0aTsb+/2v+o7BDAjwW4uYq4kG+9cuny111lphrlN9l1DuXjcP3h8sv3pJ/s6DE3h/P7hNJ/UGr13ltbfXLvxfmezx2ogZtK2XanWQlVsb9+5+/GnD76w9XpTczAeeOSttfX31K13sXGlajaHGLSltbR6KaoGRw++ODj8Yu/x9rG1YUDFtF85H0bXmis3Vl97q9ntfc+Cs0Ap4FS3kqfeLTlbYfbfBgvpasGCBQsWLFiwYMEPynd4JXzav596JEjAnrwKVNiLWpt+zDB75dHx7qd7iAimzctbK5tbUaOmA4hGSRAkSW15+fItqSZ81+3eezAdFygLeAVsNV6/1rv0lm0sI1bpEpq8NMk72bDjR1l/7/izO/d8pSBWkRfbTFrL3Y1L7eX1qSIvxqpmrbkRUhVQ1D/uHx8/3nu8A/HQAYJlLG1svXart3WdoqAiiINRSdpYbm1dKWV8MD4+ONxzwxymAWkCtWuvX1u9/k7aXtFaO5pHSeN7qFd4qnV/SflfvnOiF34/nSU2MVHO6tHR5IvdwQlbLK1A0Sd3PqF7TqoB4CAaRQ/J9ealS6W24dp6sKoCjVwAoABK1s4bb5Kq3ka3yw2HOIiT0CoECsYExqZagZRXSXvACoFNu3WbaGUlCHVgCB5KBGSgIkc+6vYuv91ot5buD3b+4bPfjwejXR0jbgNJ98rNn/7ir1778Y+4lRBgNFjm2cYMA4SFhCeVy6NIGkk1GpiYWk2y9twb9Qq6lVz4YLZ63UwroactWBeExFc2eD19hHiWpO9hykaPQlt7/KhIm+rJ4+mXg+3ZHF5nHUur7es3VrrdhOCCMFS1sLOi3/t5+86TJ3/88tPxNpAfo4DxiOp4byP90S9u0kqm6kMYB4F4zSAdm4kfH03RCcukHUZpkMTWhtqXDCIWrlzZqIfJlWbEzbXV/u9+9/kfP9wrCoCBCGGIS5tYvRYsbdrWiqqizKMkUSQKggthSt/hMqALA8jPCytyITvuaWfb3IM179a/8TiczYGKCAmLaLAVF4BG0/LoaPJkfzTxhNA+Pnqy+7sdhOyphK/O5hTbH7gfX/9Ro6RETGnDo3JKFQe2WRZZWWTTuIOlVe60pB1LqjM3Dr3RlkJjlPckkdKNgqKpNhKFcS0NQ3se8i9MpEhpR0HGrrG6/tYHH9zFJ4/+dGfnyy+AElSi5LC+/Dfv33z7Z78I19fSNs1W1ZwJGSwkUBVUEKWm3XG1RDXT9tqSClDkY5EGaDZm++0Py9eV8fvzjP9LEVgUI3bUtvWNxurJpMgfHx/j5Dgb5R9HCVGM5a3e+uV6q5vWFAQkseM8iFe2LotWdG/4x8OjR344ktwBIeJVXOn0Nm52V6+EcWRp2Ii6vDzkrA8+PNzb758MfeGAGFwHJ/XWtbWt2yubPZsi97E2tTBYWtlCHETDaX+wt+32RyeVQdSDXUlq3fbKFe6sZHHNabCPXNANO76GUufD8fDRzs5BPhpDBL5ErbVxs9ddu9pZXrdJVNHcdfUKN6gziKBekmu4kK4WLFiwYMGCBQsWLHiK57Oc6MKQlGAeiSXCCjWjN5pta93Syu1kunSUceYDHZj62vLNem8VUSDExAoCkcDpLjduJJtBE8sr4W5/nHnn2Ctl1xsbt4O1NZ3UhgRM4Ww9al5budxoNW/td/Z2Hh04r6K4bgNj47izeiNe26KEuAQE1tSI1kzHkguXblGZNA+P9p2QU0lBndrSraXNG0m9CQI7sELhxNhW0LlhJQxdrRVvea+cs1UZWr3aufV2srHFUVwKQFD/SgJG5BnxjABSNOu+rdPNYPn20uvVm43J8P0wzxy8gxRVOSRiIutdB2ol7rSXttYb7WYcWsMgghGwh+eolLYPA7se3/g1Wq+NLr3+TmupYS0Cg8CSton3kpXOdK698Zv/bK4ct7fe6Cy3ajVrDIiUQJQiZRMinYlDLfHGQdc2fvaLn0TR3vFoytpJGMata9dfv/Tu20mv68x8IMY7KA0AgkCoqaxx7Sy4ad78X3Srn2/e3owixMnZDN93KhpOs5LkeffOmbDyzPDaxW/GuZ51cZtvftrZjtR8DpEYVEHYZGtX7E9+u/Xo2omrnPe5SLm82rjxTq+7moah9b40NrCtpHc1qDWNelzy0tbDtYP8xDdNu2aTtFmsvVEPWo4DRyDyISQSCR0FGaYbbyz9pobltZWly4mNRSutEQpSIhZUolSlQYmkl2srkbmqJnlbJnnFKKLYRVG5uhauvkm6O/GhphDCAM9id0SE6VSVuDBC/OrXxnON+Jkyqc53f9HwJt8QRa6IWMQQFMQKR6JCier1reWrP71Vddq3UEhnUuaZG5Lm0uUiUMpoIcdItq7Woii11gqqigtoCEiFzqDQQg11/ac/megAxq5vrNVNkDhObBgpA69Kw1Uq6dU33/mf2HQubVy9FMdBFJI1c+8YwEYFTmJow7HUL8erLrmEej/tuConeEWm01m99O77jStrYTshC9az5EGZHQAhU+oYSbto8aVf/OzXV290t662V5ppas0siAwQOa/gvyqFY+6mRJx7Zcya7amm6qyg96T5Bg9zQDWb3aWt2/X1y9DIMokjAlHhU0sI42h1NfTTwKiOy7Oq4pHTurG+svXG2tZGuxsByMowMitxx7XEcRSZ1srxySAvxUkkqlmvXV29/EZreVkbwEN7AmKYjgnDuB1tXgfFy3u7h9OJj8JemqwvtTZbm1ek0w4DDQdIyGjkRlG9TC65FnqraX84HBdF5Zlb3dW16++ly5sURTPRCq9kCH0Gon/zKxQupKsFCxYsWLBgwYIFfyHouRCmiw29ACBPCuyiyG6a2pJVm7XGLcMlSDzEOxUGjThpk0nEQDQ8A6QnZc2ryLW6Si5d2VSkDJRSygzHrpJQunWKzYRkMi4NB2H9ZrN2nZddujZdfbMsnIey0IqMjdKWqncmgCcoQlmAVYokKVthFHSvbL25PB2DrOewlEatdcmGQemgDBQAD1JUBB1RKeLNdnq9XlVRlAz6k+nEdTubabpUCbGiUAECNetJvndD8gPwrHo1H6xiHSFe6V7/Zbr2ztWp814TaQiLr5RiYSZSgjgvjWidNGv1dj2IlCGAzxL6U9YaqQ8D93rzyusOSVJPa4nWIIIInANR6iTQ7dY7/+n25eGo8L7ZbYdJMHd8KHICYjI6yoCcJGpQFTR6P/3Vb9/5gKELJ0UpWodprR7FCQJlFQA4h1mn5h1IaaGmBI1wyzQbmz96/fb7Nio8i2SBjQlgFv1iS8I3V26mfZwKIM+W8UKg0kVF5nxM5wXLFTz/LE9/Oh95E9HKsMO0rILQL13Be63Oj+2mMPrDvndFWg+a7TiuGSKtELEoZTjqeY6z9QZ1blzNJ6+5TNXjTmiC3O/bdIJobLSQWIVIcaB14jznZnTr5xtv/eo1z6y0mMixYy+KJIIXo2KEksFLlBfCFVVX2ktbv9hwXmlTkh6U1RMbZO1OZeJJpUlYREBQYBFx9OK4+q+piZyW/XzT5ySV56N8nt3kKa/WxWtwdmDkqTsUkVLCGhIJxaI00kbnunlvY+Wt/1hCFQznnfcVew9hEsUsWmmQ7hcForhTSyJryQkFkRifM0RZm9ZhquXrV3+5tqqNiZsNk0YsHLG1pCoxLozKRlp/PfjF9XfTVk8FKRMFAZSGryCKFOA9GUqEZAoxtXp0o3F7+cqlXxXOeaXJmFCbwJoIjdjU4HhuQhTh2XnnBZWOJYn8cnjjP669xphkRdJs1dsx82nh/Asq9t34wTX62ZXGAMCsoGI262F3NU6uriS3Vl5nYcmnmTVBWm8EcSJQ3k+dT6HhOazYxBTX6q3N15aDxs0gDimww2lpgpoNuo16PUrhMkzLAGGvisAtaTcvNa5iOXceQemN0kkj6QUqNSZigZRQ0CJx4QwkrkxaW21f771zqWDPNgjajEgqF9eSuF2rKWQlWEA6HLEpNOxSvZXeCK8WRgfsMRhOgrDW7l0l23QCJpCaL+XxfQo5u9/KzEH4b1bDWkhXCxYsWLBgwYIFC/4VMO/mnSKAA7hQUaLDWqNt04TEAwxFyAtUZaWVJiLPTKQY8GKnynobU2cpjhFFEIA0YodpBg9USli8CHmJvaRKFAyFy9RMAY3CoXAoPZgxBbSANGbDNaXguCREq2xbWkknsFoZ8Lxhzot5dowQhBmKSopyRGQQrC5HBE1YWpq3HK6CYhiAvWjQWbL3vwovgzy1WuEsD0VIs60jqDfaK219wUxE0Hr+fV7g+XQuSyAexICABV7ABGUjBihAWG9qhVCgZhvwrGgQQCmrUysanWakBAQWcU6UKCUAQwhU8Wwoj3IBJdbGqyFOo4v9fOX4Mof3MBoAHJ/+kALxEGincOSAVlJbStghrLyW+RJ3RPRqpgY6FVFe2FU+9+C53+qHmNIhEZCKTZgYyyaehi0KIk8q6OSNssy1htGGRHsmgRKQk0poKmnZiKmBQFGidWpMAkLlao49UGlSgIVEQOS9hSnqSwFpUcozMxgEIlIkABkAIsxgR95bl6NwpkyjKE0awkYgpEKRpmeCLyseKgQEQzAEEmGAiL7bvOy50k3nJ+QzG9BTG5/vXi4mj33Ts1zc88wlqUQUe2ISihCntkZeQWkEqiAhglGizlK0Zt+14oTZKyIixSTsBSAWnknWXlPYrLVWl60BBGomTxAgKNh4gqRBFDZijSgABGUBApgB0gAUFKBnekQFFAZFbHRYW4sDpeE9SIM92IOAkuaKFYEUzSc1hYwDedK6EwcaEISF0zTL0pL50pmCVxJ1n+G7nexnqz5+m29jgShyrDlox712GiEwyHJ4hgIrLsWzeEB8VWkRaNIeMSNWUVrrdVUaSmCaZaVFaWVEMM1ADCHy3rJqU90EYRSEtVSUJzhBVYEqkIMCFIEYIoo5FIRC8IZNsBoanQgA2BCeMR7BqdIzQg/l4IHKw5F21NUmtR1phToMAqUQ9suyFArDqgQzzKz4/Oq6lcj5cCyD//K5+z8gC+lqwYIFCxYsWLBgwV+I56dzzpoTAmQWsQxFZABogtigEgxzKJnNr0AAFVgRsJf5+8gAKTDgFRCgEFTFWeoNRIEIzB4siiwp8gw/8+MQigKk4U51FigQQ83e6HZQCl4hL6EMjIlKRl4h0DCAFnCFwsETlIYIFNSp1Qh5Ba5g7bwd1TSzWbHW0AwWVqRnw5I/VCPxw3SX9PQnRLOa5ALtIafr8Sl1FvY8k5OYQJZIEzTmkt8s+0nmmdIAoQIqghIYQInIfKF2sAcpQKECFBApaDAzEykHOGKGV6LVLMR/1vPLuVdnNgamBQRoA6VOA7zVPAhfnZ5hnuEE3sMBijk2KgQ5zyLfa0LtvMl+bh/P+4nmhikI5FTx+qbu/Jk5wwvqlzBASmtlVFA4l0HlThQ7zVBBrIRF4ABN0CKkCELeE5N2UCABEXnyLLkXhs6MdSSAA4lh0RAtAJQ3xjOK0pdKKaONkgBz9USERSBMzMSsmAKndM62KFGRsiIVkAMeZGgmLhIUFIRm2ihdyGY/++AbJYvzrz0/qvlUuNhFZfgFwuSLa//cQ2c/G5PyJBWRkPaKpoRCzc5DOVPgZml96vQnUIYCGCVgFgi88GwAdhZXpa0VkINASHsQgwTGwhNmcepkoSyYUTIMYDXUXFZWABHNF2hkAit4greWADezNGqwh6tgFLSGMJQiEYBFEYRIREiRQM9WOy0FxDCBJhZhr5UGIN9DMTmt8rcJFXvx9z1zb5xF5j8nKc7l79ndRilUDsLwAgaIFKlISQUS75mFiBQUWJAzxOg4akwZlYPRWs+csIBzUATRqACiWHTotHIeFWMm/jkPEgQamuB4fhrPLmdRYCghOJnfsIocQlAxCIHMisxQAAiswARPkRC8R1GACN4E1s61qpnJrqrw4vvLvz8W0tWCBQsWLFiwYMGCH4a5GvGShvysCTxzPsizjb0CzEzAmjWgGmAH54F59MrFNcJJoGfiiDCIYGfZ526e0iwCmufbsCUtDJkpZ2o+SsYM709/JA09k9V47s0QwDEYoFkfKXMRhD08QTHEwTmUBsZAAAsYhhEYgXiAEAi8n3uCtLChCsIkpElB1PfLZ3915OWOldOFCWUusBCMns2YgBns2TOTViJqXqi5lMSAYqVJnfZvBBaQgiIwgxhKQ8+fe15bgczXgSOIAAxNs0NcCUSBZBZEDiHy84MmRAxhMMEr8Cz/5YLPxWqQRlXBi0DNVU2muWCkBTHBsxBDkYKgOtXWvm9B8eK+8rlBPyKBmnW0JDPxiL/FcvfPXE/zj2d9NlzpSi85wAStyIpTmo0mw8Leg8UTgUgzCxGMDmgWfD/PbtLCMx2NvaoUEQmJeMCBcgJEcl8VIG9JQ0SEWUqwIzKY202gSAl7zdBKwQZApVxJc7tHSLAQJhE16+xPhcILS5s9VbsLqw2+sKRP6YzzJKDnJwbn94czpU8Ang0nzjUmAc3PtxfWe15necoiR4VSjgQQIeJTzVSzFaKZyEOn6uRcNmP4mdIq5zfHmQtGKa2UZgEJzbxR1cwDeKoOawHx6SN8+mMJFM2y2k/VMYIIFMMoaAUR0UyKIAx2gHNaKz0Lr6P5vXOWdjUzihqtZ8ngs6taKyJFM2Vzpls9c3kIXqy2nxX2uQNGF0r66t6ri3s5+0lwdhwF4NM7SQVFMBd0LmEL8fN7FoSgnYABo+epfPDQCprmVVUazBe8lKy4ggjYQ2sIAD9/3pJP72kEzG56M81f5v/7EOArECGIAEAEXiAKLFAEK3NPHCpw5b0SpbSvQJpmJ4Bi0MwXOj8HX3HQjwikQDIP3qcfwkf3P4SFdLVgwYIFCxYsWLDgh0Hk3Ohw1mx8/cvkM7VkLpZAy6x9FgchERARkfJeGC9+yT0f0mEIzdwI5889k13mUsupZ4d5PpijMA/NOW9+AMj8bfzZHhQQaBDmutWsSyTAO2hCGAAKXubN6mwz8qgp6ABGo/DwgBIoYSXydG1+mPfRzxwHFx+4UJ3v2jDOdkFzTVCE5knVDCWkiAiKhDBTpgiiAY3TFpdPvRLzxvK095b/v70vaZLkSK977/PIrOoGGqSG4GGGpoP4IyTTL+ZZFxlPMp5kJspkkkxGDYfiaDQjwyzYpqfXqsrw7+ngS3gsmZVZVWg0IH/WQGVFRvjuXvlefkvEkGRDR3QxM3ROhjERg8EsIrqKsGZAAJINnMHNEWQAnDDnWHqdNIMazCUto+XYMhIahJ1IhmT05ClU1XfJ49brXyzLIFnp3Reuvy7d9TRKDhwAj3EkMNjODyF5rsU7n6zeECVHEkFigAYCZBKwnKDcD+OIoLALpAkRuCNH95g4PxFYZkqSGJF4em4cQ5JFBMjIXaoNCsAAJ0CjE7H2Kdtbse6Hc6WN1gZN5UVdcVVsKu2qgooWj58/56r/CIeNpZ8gB8CEgKCkT5WSc+1JKc/6Lm1yySXgkOAKKdufECWBNuDgRb0CEKdT1AiPUwUq3oVMZnVlqwJQdGYVB1eDQdSYRXymBqUge4pJwPXkTQpCoqsOWbIM2gxFdnq8uD3ELP+2y9p8Y217tXwmWaB5sZZFhCLBIBNCTY8oBiSLKAiIIp02CjrAhB2kmA41eDnHal+SDpUk+CGFKXQkmT4pYbLSFuZVmPZ0ik5lOAyk+RAjYlpFzKelKX9ZgrRaBAPGm9uD7+w6wDF6/ot2hr69OTazkdw4iy4u9XtGl646Ojo6Ojo6OjqeClPAatSPy5p9RM50em0okdlLso/Jn9VJJh/CxAY2uQ0qH8zUGuW3DaOO5M6TndpYeK9Dq3amx1i/6S7FJn0kGBxutEHZWy3xEHnuyXiLmAwiBGbjraEwa8t6ScnetTWOpbqG1B3jfDNTiGzy4Un32xix0tPa/eXItiHHSQCeFcRJAUyM0pWtXrLxVGJrdfw11RgKkWOiaIkVapobApAUAQSoDCdBkQy1NKdQuJ4JYo5elMwl3JHon3HyLsryBaUUSF+E5x7moD+PxPECFuptKzJqfsM5HHJdDwG5W7b6CC45nDqAJiu6LdgqvkKyRYRnkk6BNA07miVXTsg9z23WMPN+KbXW2UjDOKlJFIAAJYe5JLHkM6Bk1KzLucq4eU/VoubZBifUK/fIGYvBbJXUUt1FulUdPJY+5+hPDgAx/WyW0VRVY91S9Ml6JZQFrXQxGAV4cdBTiTBVdk0jiKDYmpWzzggWN10hWRQKIKzGoIOvVpgxMDtxioHVTm0RrmuBSQycejkNzmw1TJfLO6q5PLNok0qrNbLuWMxKOQ1PJ3D2+6UQ0ncTK+d0Ji9XlGnwEvuclte0mvnyOg5ZqAQDUvR6FJWc82XJdo8TLgEKwQKpWKTA9hAonoYkkiwjx9XVtRyO/IcnemrVQ46pdqeUP68/bHTpqqOjo6Ojo6Oj48Fg+2KZuuiIRIWqN82JUMPqc7GOxBMqC9wkU8s31IhQlT1W9m1FtKpRmSbW1JZzpMLEKiMFyn0MFhb5yFKxieSQsJTSizVaF1oeMtMEypXKhepFYpuuW4mxM+fOWhe+yiK4oaFsdt01vc98pdUdVKeq8vJFadUNqlG+srhRJyfxX2b7ODbP0pQJpzdTmSlooX2OiUwCpXTkoUHWYDiXWp4KWtSmtp3aWOGzB88oHev7Kq+muRwKIARXFVFSX3OeOM3LK8ujsUgKgcAgT88nz6K6jWitwqdm005rozazGD4K2XBn0qNWm0xlv7Qa5lFlSlMRM9FzWnWLCiiUdAJoBJZzkTrTTq+XwtuZa3cWm3ezMFTsAbeKLxPRFOdlBScZq/ZNc2UkH2VE8oI2ZDmk2rPRcg4+1gLnbUhqoiufIe2bF+2Qe8d02zd5XhfbPdTgXpOrqQQUxYhwOWy20uZTNMGsnBsraacW0F7eUAAbnZHNAkg734u753SulU2lMpsox2P6k2EGG6Y/H6o9eATaP9Js3A7tkeV+cHTpqqOjo6Ojo6Oj4zGYPv2S1kpFLTKdW7ktNK+TPU6h5JmqOo5aXG2VkZtxqrlZUCh0hdUZcFmegBJwqVWBSoQnALBkuJOlHAGUpVDNu1Dpopi5/z00QYsXnL7VV0uJZ1SqWr7MVKBMY6txxsIya13vgtknOzJOtbetD5wGaDGVx3rYXJ8UuWalFFu19VSW2dJsDmY31OyIWTjR1Ob2RsIgK7MNL72zIyWfQstBaycak4pJE+LGsBNA9l2qq+8sCFNPm5WQnM4oaKorGy4umzgX71jbqAgytA83wharTKmqGG6gNopzteJU/4TsdyhxS7tYD0BWuqi2F0WwKUKhF+vPIAQgatrjvowYtGheWZllCwGT8CTmaUs3Vtl4erL5P0tzq3q10rBIJrmxKG6N5y9tCi6fJ2kxFgSE6cBNGRHKJNWMmdWLFs2mYKvIaGafdIGWQVSlVKU9LGaf9ZDkRtux3HNbtR7ble1RxkUD0guzMlfTQ83OwGRKW2f22CLdOkoWrV78dWKzPgQ46SQgE1M4v4WWN814OhciwOXCexiWf1DKcROkdOid9WfpY0KXrjo6Ojo6Ojo6Oh6AxPEcyEHULVACBxIAAB9sSURBVCXSK/nd2y+iq6yA9oM+p4JKssBMsgqZle7/8L7m0TOqceJzuTUmVyuo8uRq7rC6o3j9NRUlysxCW61wuzm9mahEZVycV1DpTf1/unOhy6SYzS0bSqVlhUbFbAQqOdC2sRah2oaeIUjNu3UPJuULmdYuJ6Ed7sXIFKFqGp71WK2foqx1SVtMJ89v+wwCi8lKlQTycAOYZI6qvOVI4ZNitqj36GptWShnY5PabtmEohFZNGvCVMVqHYjJuWqKeS6lOHOzta221tVLFl68KP/+cW10sdzy4zem8OLL0OF5CRWZOe0nAU6MOcIWvUkDh0ktOtK81lkMy/VRrf8sH1bTPXUdT3pKvcL8/2q5sxAR8wOtKJPFKaC191EO0idtPKWVu99inaPsl3QyCMtgb+tjbn0Gtxt4JtLNq56OkRyevy1CKtJSmoittBWzo3V+NW/8Cq+6VXlkrZc10+jrsT922j0gCWxOhiuKiGQk23KrKR8WL1L1DwzFvoSmQwB1XyTB16u8+ANSrQB06aqjo6Ojo6Ojo+NyECWrUvmkPQIOefMpOX/DnBWrpLnMRIhcECim2OjFDKCG7z7qJljL2PjwvaVbZT+oDcGCa8IyMabihrISN9gqcU0VLJw/RVsqIsu2+MV5IJ5Wxpq3pGluEiRqBJy5DIRC4UwYBBfCxKNU42rzdBa3RSPPuw3NXLTKHOccacviYGkk194/LQUU+lf9cwpTZil2McpsJKqiGyxbWPEQ2yvMnymrt5J9bxYYoVBUq/RbfoZNG8+kkoSgmqoPZelpWpKTq99cP8FWLzk5JZVtUn7fZvVHRonV4q9ZCFWXrJOz/TSRds62WtHcxvn6ccvRuMxZDiWlaG4aqfdpmANGQiyWdtPItfu6LrBW1VA9AlDeqrkIZkYrVXpYrPA6FsUGaCZNCMHK4Ao1fwGqKKa8MudRo1B3xTS+JVNnO0CzUEfzEqY+NucPmvuz8rXl7rcuDQsRpjyfY4FladWaW1RPRpZ8HBu1bK0Ww2SgO7V8dc7chw1N7/RNF6EMQDNdRPSyPM6wMLwP2mzwscaYQFHkSLuzPDzj2X8FPhJ06aqjo6Ojo6Ojo+MCSCJzMGDCS0yQgzQm1xjm2OQIhUbWz+9LBagUiTa6e0H9lvhkY6CTH+LVVMk5M8cWK2sqL4xxQ9xqCepEgouGkhpVpYVqh7IgyZNflUpTFwYOWv1SG1GSWOXwO5P3GomUm09I4bVYHA81ZSHbKn9+fXXjWTSplXGyEnA/N1oqda3e1PZqoqWZHJeR10pGbNqwpOhc3nMBBdxqudjyv9x2lfWTVEymuVWsZhAuIwfAoZGMC23oNLZEg7qWN0j4THxpC5h1ZDnnnDnlVf/B+3B0xo8qVvmhpc64jVYWScKf4ICcQ4QlW5rAdDb5wfxNkq4GOxCAB4yg5TwAsxZNatuR2oUceQ1eHVyPyTrtM80KLr6OTaGlz1nb02wEsiDlOR3qVEU9N+rE+iQ8eetDV0VqzUtANXJrLnImVKUXhpW+N/cya2Ws2msrT3iW2JLjZvo3Fg0rN9lIri27lkW2jTrhEb4Yv3Nwwda7COmEt2b8bD6WU/18QP33P5DlPYlOCwAQwTvDTckaMHLDLPNjRpeuOjo6Ojo6Ojo6zscR2pLc5MzUfkwXFurMAoUuL+jS7IbHoEpCi+/nj9R2tIT13QuuMaeBnJPW5tlM/NjqVotiNW/kUrtrCzW4stVJYzkzqYRIcXaKKRfb8leCzUquWuDYVBzVwmoNPP70tIDKra1o1Yp1wmSwsKi3vqqxbaYAYKVeNbcuFmStkVvjv4005EUYzX6ASbWUt60UGukScCkQ7oAGYA+MYMqHFs9f69Xabr7qfDmjzaJv1ZKt/i20B5UcoNP1e0Xk8ujGtbIWTqlX9/Z+toWTZlgGQFSEjxCYktjJKMFHOgIAwugE4YZRoGjioJwJEYtxm3QftN6J04blyfhkx9ZPE3luujMlA2xHoBVdbDu++7RNpjXcnqCaXd8UZycpiFPFm4rm7O7y+vRSSA5xrRBGJqHQoGQGGigypaLMrS2ezcv6F8tmOnfX66nZ762YO8NcgmtPvEUt6UQ91dGjCxpA6TqBYe5xSSznqDUOnfXlQX/+FiIf6ldHAoBIjMFuS1C7eLah50eCLl11dHR0dHR0dHRchPpp16RBSPGErw4IBw535YtcBwKa79+3Sinsk+sv0jceWn/Ivo9Hbcsxy0/3W/XN6MRGDc723ub1ZEzQvMtqrFAkpJLubmpnfT3zT1qHiAEBN0QhEJEuRiDuyg2DA2Ak7wg3DNzgcGpqafWdzR4B0CP4zVK9asdtkbeu/OTqxvqDmKWPnF1vr2i6nt6otif1kTq2C5HrHEFz1mpDlJwlPniOR0Ygp7dzQTAhuIw0d5LJeSplTjQxXlgvIUhCzk1Xez9bedkJaxmJeWHZgzac3OJVvo+rCTk+GPXWrbu3rtWK1hrSvUj5KDlIitRokdkl0KUDGJwjKMAgG2BBCEqRs5U5/XyrAlATi0ps02YWPVT3irzbvdyQWlHsYuaooxeRdLimlHPQmlcpH2XtjCzlsLY995/Cy8tVp2W7ecu0JvNPajSSTFZXO2hHDKZBXjbmlA9zjSOradn25YXTo6V7Reqt4FuLEs55a9H6vFG5vP8BKtVmvVs2xUXPo0RFeR3ncDL540eILl11dHR0dHR0dHQ8DEG4cnwC3ICfHOz6jsOdYRRAmCOwpP4qnKbVB9jYYywMGRaRmI5+rOeK1hxnZedfPIdItJy3tSxjc33T3uFYK7T69RQ9NkRhZ9jTB7roO9ceuAN2MoE3xE3gwbAv2sainYs2zBzuvqO0U2uWeV8d6/dnElUzuMcsFCYeN19+tYD6Y0Z5z+t80mdFRGgkHRDckg1Wo51JLphjEAIES8oVADnomGJjnRt/LItNhFdTO03P1q1WZTubDzSXPW5H9JgtIM4clGqlpI1VtlFu3Wtn+iPW8PMEAAMGuQmI4W60gzGaS/CcmRQRUYAh2pVzmEwRcxvnzp4ZVZX2xp2qtlM2XTkTi0OvXmHzr8VSTa6L/MhAbgjTtRxuTcPZe5sn5Zuy+IC5DJ2lqFL1AA8aLbs2J8V2Z74btDPlXJDpzDkiXR1pW6vSnmje6inUIToyDlXfPjFO6Xze3C1AinSY79s+5xebb7UX27+MZ0KLE6RECSzBF7NqTWDIYjmunD8s9apLVx0dHR0dHR0dHQ+AhCBdu14Ae+g5w5UFy3xJgMEdlqwYuPxgbUVKqLzF5sGuFh/pKw9vq9/4cL8SyB7SsZO8lCuSwCMOiSfKSXHpF8mkWpZ4j4xhcMEMboMb3eTwxEYcPJDvAt4OuDN86rhyhDKa03hWa5dyncUGJFGyJ8lzdYIf3otjtLC548yCZu25117mIgsIJzyZ/MBBiN7ahI0ADRZuQ7g102D7HEw8vZliXfEARNAFbI16oyu1EbzTz0m5E+XzMPmqUkBc9ig58mKt+IltvPtSyb0SY1v02SJUqXG50/P1Y/fnpyKA4FdBA31vGIwC3gojOILJ/Ao74Eq8hWPUIBjNwUhEebAUyYtpPqrS2O67Kl1Vt7v2xXndm/rI+aarcuB6xNaChY7cuR4ulk1XBcEHn4HnCJbtedKegSKMoGOHcVDcaaQcrmxpyF3g/gr7IOQNY7jXymnWuObLjxo1/6Leabn2N7p2OqSW1l+czN89SwNfy5aLNtxbwqLeZWl0DAIMiLwyhiEMO8MtACA8zTH/4dClq46Ojo6Ojo6OjgdALggD+RzYYQx+e7OLd8+EMdEJz3qTqfA9NMRPoMEBryyLUJu0ax5ZpqXUlXSsv7Fe05h7rQby9/Cr5IMnUB+pBdVnT7v7LeteiHHF6qDGa1+T1ZYGC5CG6HACV7tU1Q3xHvGG8cZ0MF5HmCNoqnAaXkNM/LyUaVrS7LNwHru6SBJCac+ihM0KTyiVi7f8yCxf1LD2+bTkXHCC7lG+D+QQUvKC/QAQwd4M9nrAnj4EkGCUkztgB3gpoE44MKlU8zEr0lVztbJjCd5uMdCTwxmKaVhZjHlulzYaU8m5DTb5CZ41wUnhYllBCylja/Dye8dwSvZFBDgw7mMY8Mw0BA+BBGVUMPg4mu92To4CdtgNICIUqQPhoBR3oEgHnXDVSGFZ16tmeioqoJDH23EkBNV0orQjVnNkTsOyFCjY/nK058fElPXtje64XdSToKpphGYh/QEg+cTGneIgBejZfrfb7dK2Bo0uc+2ICBy8PHCe2RWbxROZckfWes/CafHxnBWfVgW5fee04h83/vefw1W83kqhWxuTxOs9zRBubm/uDjfprTtF8ETcto8OXbrq6Ojo6Ojo6Oi4FEqkyIVh2I13AMZweH3tf/pEz0eF6HQYYEnDEugCLagITCTgGAwHAZY5iyv7k1ShKpn/WIoVpHJPIiqcMx0DEmfQ7Bvvs0SoFe058Wl+Es62blKjnekoxZ2qqUnHUq6xFJnHPZOilrqkyEVexTthcOzgNtoV9rv9M4Q94t0h3txpNHIg5dhFhIN2Va1ozTcMINwg5Hg62Xvt0m/7z6A+W0rdPQXwQgeic7COk7VZ7zmoqd+Sw5/KirVgw27ICd8GeMQgXZuFcTT4YDuCdCddPpImMmW7c3nN4udz6UolpSIAuZcmTotXeekU5SvFwmrXYX7Ck7g0WQ8BtKnHamTYEvKJjYFL6vi2pUbxOU1CWSs1nxItT0i7R8QFQvLUazlc5gpuEfudfRL9zmzY23McaLf+jGFH3OCAeBgRPWikO+UadzCLEimzmpMv6Xup8WLxuNyKon1cXMLm7kknlkriisliKAtZ05CePnk2hQzfEiyOtO10PRsjfqzksiy8rLWpFamzRppHwgMDpav9/mq3BwHcIr6nbgJuUqBEKoKRoru3qzELobN2CVWmAR0mWLR8ftqxxTRv9nQWHbm/lcZOl8D5lWX5j8a6/KN3FhGt3TU1Y0R0COAAyW/ev727e5duuIuRRt3zV+ojQpeuOjo6Ojo6Ojo6LoZyXneP8T3wDnj96f79c776BM8i7AA6higKSUShRHAQLLGVwg04UkJKAWYiAxhEUikHX7JIsJJcPWk9iTu7iilEwy29NKviBJ2ZVKFVJq+LBI5S4yQVNMT7OGnnxMoI2JYgkGluKihJV4KIRLd30CeIcHt+2ONGY7wDANxeB/zF9bN3wO0Bz26xH2+Cu0DSBGNJiJddwUxGiJYUB9KOWBLUfp+wbdrGKeniuEhxHw+dG3mcjftn9mwfK0Iup8GhkRQRBL+7O9zeyCOAmxvEG3w2/OVz/EWM40ALHoKFQQICFASr68QVRS+N3BDZJoYpIUd/T05WSvoWG1nKqcUuECZprMa0EkBNesjWTC1n/Jj/oFkKCZ/nU+dN0OXSVXrXAe38aqdnO+0NO1eIcQAD4nuP158N/+IQDrvoAQJGvH19c7i9G29jvI0+0kVZcDoIC8FMqI6ROfFd2/Maz72IJlvjMnVodbkRNtpoYlnVo9W5fpiEcN9YtcWeI4Ocg2Tig+pSiWxBO9UZgimOO8MwhP1+9+7tu/HuFojADcZXO74NeP18/zmgMd6lg63JfVFldsyWUuprURoFu+P+yq5TPoJWcjrHbKp0ZHF58iBt3i9zPpvK4yZy86QQDwbXDTzrGQCgJHOjQB3iDsSVDjuOO/MBGgEA5g7JvlPbvCdFl646Ojo6Ojo6OjouRbYbMBvdXwF/QvzD2z/+0+/+94v45qfgMMoih0gDQClkQcSUv0hnymGPZLAyOZwwmVk1lCWnSAtz9zGSSkIVAcCL8Yhc1XnkXpaWrBg23aZwnP+0Rknz79jZEp1is3G0CYkwJPuaY3LJmgfnEi3IsYeiDuHtN+MXL/Xt23zH+O7Vr//Pr/7jf7l+8VeIu/fvvnynPxncBaMhBaaW59qNToqkZf0iLGOO3duiDVxkg3CaeH94HLNtad5vXtBEjcQhhEg881t7+eWXv/k142G3I6TDK3zzz+GXw3tFGRlggcmiaZBMMJCSEw6TioufKEHHg0yllYO5kxCJyW1L1d1PssmqT/XdkuJSIGGmZGRlnEK/N7VLIrN1BrlUr9rrzfp4FHE/vnPSmjJAAQfTaHobZbfh6r0NkYed6Sf0t+9ef/WP337xy1+/eTkCxFV49+rbb774jYU4jmNwXSsMERJklkPtTaZX0ymUXzQ6R6tnrabn/t2xlK7mYhawcRw9YKyWwvqGxHLsbLusZkKeA4FHoNoDusvDEEYfEfjHT5+/eD/+r//5D7/74v8i3gBCfHn7+jcvv/75ePgmWICiFXfX3AyqOTm8aVges7JJOWIYMRCge/6b5DmM1XnGRJv31KwVmo/uWadfg0vvfwy0aC2zXfJIw+jPwecHu7Hb3x5efc3DId1zBZrjAzbysejSVUdHR0dHR0dHxwNggIN3Ft7FQ4S+vvvy5//tP335yfMXUea0EcFJQnS3IjxVXmaCQXQPFoJROc5TErKqPUKWhFgErIQcVcdmhKzaTVxEvxb3nx8zZa0otd+Ra/HOEaiVCST35c1HbVKMAIdoz2LYvb0bv/nq8M0fXwDvgPjt1//1b//9r/7Hrz/95F9avHL/hvYtEBMhr9ybStoZARgttZNM8sdSmDuvUVPfL5qCB3D17xVs/0UhgqPxPTkS17i1N99+/Yt/fP3l76+l59e4+QZ/9+9+//d/9/swcBcC3C0Zp2hwhTJmLo0w1aGPjbXdVPHcNpCsUfVBkLIkpDGrKixiVrVGaaXVmcwKoxKDNboWbpq2mHGSVcZaX4ec0OYN5+OMJZSG5yDeRIuj4cb2N3zuGJ/v8Occ9m8O8Q+33/5hHAxjHID4+5//w9/+zfjss08CGCIGWRDhOda2OwiGrO1WlX0KvdfKVcfFzcukiipdLS7icjF3qUvNC33y/ZW0MGXRSkox2CkVQdXlMkTq1jxc7a7fR3718tW3XweMEcD46s03v/zFf/8Po/Z+GIMZIaXYiTPxJQXK35SuZBCVVpmZoBgne1KXmvybD8WmdHX/2JQ7P6RuVavW3M3aiQPosM/2Vz8xxHevfrcbv9qDB+AZ8NnuOtAuysPw/aJLVx0dHR0dHR0dHReDJE3Rby0cEID4Lb660df7NxhyTsFMnAUoJvcJFSZghJeoTRI8Qt7wBLa0eqIB9QP2RyV1zASec0wb1iUUYeGySoU4/NH3Fm3AuMPXAfg04E9fvXz9zX9+/c+/xd0zvHc8O8D+BD9M6QwrMWTmemxS1bH44zTNuWC477Wx2njkBypdKSUFLOIqCCP8Fhzx+hWAEQgK48v45d8DBPbCMCKZOxigERqPkuKzFoPq/wBBsb2cJ7GZyoXlTbuZqmR6QjPKqUJTJtB58+oY0B6e0m5q+9nrIQVYipasZO7AOxBwIMKA58IzQyCAA969xC/e/O5Xv8SQooejrH/kpoNLkW4uXVWsdkeLi6WrjZeXi7+Yz+YHUE2KWZSQpKssWKq8kw40gcVBfAS4f0Hm+IR6d/OHf7p59RI3B0SHhWx0NUXkS6i61Uy6ym+5A54Xn5eDZ+5Uu5R7j/UmY/MPjE4bYR4p8sPrVmi0tnrBQYci7Pnu088Pdwe8fjm82IXDWwDXQNjtXLPodcm+8oO3/Fx06aqjo6Ojo6Ojo+NikJQiEPdDuGPU4QbjzfouAIVPobyeUPlwx4PhwB3gwBXgMaWVG/HVr/Pbd/eX8ACq3HEvHHj9No719/cftPYnn1OfvThGblfk+bvCyrpxDgfeAG+BkGUcxzhiHI/dvwnVHI0dT4HX7S9vfos3v2+W1aX2sh0X4e3h9qv0anyNERiA98DLwx2H8P227CJ06aqjo6Ojo6Ojo+MheP78+eef/+XnP/n8enhl7sEj3C3H6FFyaMp+aCtWIuQMXsxheY7xlkxpNJk7iEB2cnBlJ0HJSCNdl7ralGpKAOaafO1hqCrdOc0wUpJLLiULtWUUoaY97ff4rtJxB8wYQvrmPKWUcvfxcGdkMHrOfdf0dPo5GZvUGGST083EJtv6N8dGlXdujtsPza7qAhCazNlKfCQzC0OIQnSZApwuc1EbVlBMXoLC3PaBOSZZvRNoY/cw++elX5T+81xindoUvb0+MLkNprhO8hzeHVDxGM3rYd7F+9Zyu2j5iNm+dN8VE61k/KbiZicaotzpgoeg/Y6QYoxpq5VHXYiEQy6JghSrfc007rMZmN46gqextXmAlc9GIU9Qxunic2fzKJWgXSqWatn4rxxfUYIxDMMQAqQ43skPwEiTsXWbrKKk5ldKNbMOKsVoq7e2EccfHX28HncXzUcTqrFt6RJPfSJq6dibL+fjRdGjAJi5m4VhGPbufvXnfxau9j+gw7lLVx0dHR0dHR0dHQ/BT3/2V//mX//b/bC/e/9+777zqBiRE5nVSCgUTPLKzCUhZ7sD5LthuLraJ0pZOXChIjljGooXVKlZAAJnUZnyA7RKmy5jb8r1nuustJKTik4HXOgzlejXpuSm+Yupm+VnSusloziQw44Do2s8ENF9BARaCTm96FnRPZQM3yZ3wtUYtGOspaHEXHbcHHi/j6h9vA4qR6Di1pY9o1K4daTQSYYQZGQI4GBufucugkHT4g/I885FoO7EM0G1cpB0NK8fqgY2OYJm3apmOWvELBSxMt/vKS8hTIDcOQvSz+1FuW6ATRuu1vsAaLUBt201Z+9bmQtPzXW5A05HoO1gHKlbyOHu41jEO4meIotriu3Vru15w45IV8aZzFe1xI9kRU8i0HdSNqdXqlcse/0xR09jtnmDgnE3ZIEeCBqpO/exfMGh6odaBKraaispK6d+kPSYb5QU5bQkv8pKrtazpau1KL9xrj9gZI5f+S7mJO3rZcn18Cfl0BgdNgjBYcNu97Of/uxf/fVfu/9gjAsfFUKvo6Ojo6Ojo6Pj/1vc3t588cUX8XDYBxvGcZ84YY7aK9EBVRbefOIkxMT6CIRiopXfS0ZUmcFaUmfmZCbTFRTWtP5S/mHc8SI+oZIcvfKptfx0QWkn3133pZIth1IeKVkAgjlCIimMyNYo02Bsm0RNtPNYY+wkkauGCcUEo3njuyTP3z/KqBEltn0SobKYmCQnmcnmC6NIQkQJ/8Ys5iZaT7pccrb1KOclWKDRjCZBM5vOZZZHzm6YLYYkpdU9RXEmXZ25jXLA+NzQR1pdzextGlvIzYpThYt6k3QlpkhJozGW0PglKSOQ3vWaHYKQtiXWY6t3OrKyVlIPMftgKTOPSntzre0DSlftiYi89pSjkiWd3WiUqNEU09pPfx84S4TI6cRXHt6VNRqr6lhSzWr1p+T8vpyQrtAcZifQ/v1psbaHmp2Zj0b7Hcp6tlkGskSapI2jH6IPu/2fvfhst9sNIbx48SKX9XHHuurSVUdHR0dHR0dHxwPx9u3b66urMAzLj+L0ORNIqFfC9KsLUo6nK0dKEtjQovIvEdHmyhSRt2nQh/pku5auwKXNxpmkZ5XTbULtbaXc5XrmWqJKRVQOjA9QLudkxDC1J5uwucwIwD2JiNnpkmTOELbdim3tC8ztX8iIOvnYjwJJgV1ObyHZ7XTNKKVcWYdKLq4kzdL7aV25IPlcSFoFR0dStIAy8i3hXl5Z643MuqYLVjbfQ4aAudl1lT4erWhXcVRCmi+8enMW6ogp1PfycMh7x+XIhqLras9cve1dXDldfleowtCRnTmNw9MhVbWU5zittbQQ8uG3PBCMSVqFJys5kla+2sjnUyMjtUtYK5u4srSLKSMATefe+Vj/eXrkkC0O3k1Xvu/oUNz8agFpkKr2rexMTLMwHg6Srq+vv5v2PDG6dNXR0dHR0dHR0XEZ6nez4xhDMLJENLHJDmRLWOLsR31z9mm0/UaaAL3YihAxxbkqbVg9Oq/pIv5xqW1CollLsaah3Bs9O1GalsJELWeTmWNSxBYNF5Dim0zjX4NllRZOFF1ya/wugRqPad2Ko21vLCW2pavH48xCPjiryf2jikYwGzsv+deS26vWjZy4cklyl654toUji33WDMr7a2YlMs98t142nB7eXO2F+WdvwlNDXrd/epHDruVSLt1JWyi68GKsNqUFooTLa2/daP5Wq4SilavdMg9p8ez1B7JbOUe6+kBNKTUmLNSgdRuWimpzcp7o0feER7blQ87AGjNbwiyqyclQ3ZA/ZjOrBbp01dHR0dHR0dHR8fQ4/RFzZk8xu9UxeY4QOY41COfk3PT0H7VVLEdOOABuYv2V/brkB8Ow8pLZKL4h3Y2Njkrs6uUDTNeT+cOifLtveE+ZD8xGb22V9uPEMVFRxfpKCxGz0vKl0gUW36hTpbfVtLct5cb7DKCqg1UprbUUO3d/cSOi0FNIV6sSsd3f2lpb3nE+zhS5Li+l48eCi9ZDNQ07YXn3geXEzfZ/OIH1CdGlq46Ojo6Ojo6Ojsdiw7bqCQrbsjbp2MAJq4vtiwK4nUuuj/AT4ijPWmuNm7+f4GlPPk/nc0KHrPiF2YdzhjqG73EkePyw+pjwwQ7O9ch9xKNyNi62x738C4DvFCdMk39g6NJVR0dHR0dHR0fHE+Ayg40fBZZOW6dvfcDQnPs5vW1FsrfZDFy0FrMWrX60evV4Iv+joiZqZmTmv6Upgv4T7JijpVxCWuviuMhhi/OyHuwweOkzjYfZBwos9cPFB9tS01L4IQh6Z+NJxu/7Goi6H38M2+T/AR1unzGD2BI2AAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "e70e7051",
   "metadata": {},
   "source": [
    "### SIFT关键点检测\n",
    "SIFT,即尺度不变特征变换(Scale-invariant feature transform),是用于图像处理领域的一种描述.这种描述具有尺度不变性,可以在图像中检测出关键点,是一种局部特征描述.<br>\n",
    "Harris角点具有旋转不变的特性,但是放缩后,原来的角点有可能就不是角点了<br>\n",
    "SIFT原理\n",
    "* 图像尺度空间\n",
    "    在一定的范围内,无论物体是大是小,人眼都可以分辨处理,然而计算机要有相同的能力却很难,所以要让机器能够对物体在不同尺度下有一个统一的认知,就需要考虑图像在不同的尺度下都存在的特点<br>\n",
    "    尺度空间的获取通常用高斯模糊来实现<br>\n",
    "    不同σ的高斯函数决定了对图像的平滑程度,越大的σ值对应的图像越模糊\n",
    " ![112.png](attachment:112.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e607a199",
   "metadata": {},
   "source": [
    "### 使用SIFT的步骤\n",
    "* 创建SIFT对象 sift = cv2.xfeatures2d.SIFT_create()\n",
    "* 进行检测,kp=sift.detect(img,...)\n",
    "* 绘制关键点,drawKeypoints(gray,kp,img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6f615884",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<KeyPoint 000002A71B0E6FC0>, <KeyPoint 000002A71B0E6960>, <KeyPoint 000002A71B0E6870>, <KeyPoint 000002A71B0E6A20>, <KeyPoint 000002A71B0E6B10>, <KeyPoint 000002A71B2C32D0>, <KeyPoint 000002A71B2C3330>, <KeyPoint 000002A71B2C31B0>, <KeyPoint 000002A71B2C3180>, <KeyPoint 000002A71B2C3210>, <KeyPoint 000002A71B2C3360>, <KeyPoint 000002A71B2C3390>, <KeyPoint 000002A71B2C33C0>, <KeyPoint 000002A71B2C33F0>, <KeyPoint 000002A71B2C3420>, <KeyPoint 000002A71B2C3450>, <KeyPoint 000002A71B2C3480>, <KeyPoint 000002A71B2C34B0>, <KeyPoint 000002A71B2C34E0>, <KeyPoint 000002A71B2C3510>, <KeyPoint 000002A71B2C3540>, <KeyPoint 000002A71B2C3570>, <KeyPoint 000002A71B2C35A0>, <KeyPoint 000002A71B2C35D0>, <KeyPoint 000002A71B2C3600>, <KeyPoint 000002A71B2C3630>, <KeyPoint 000002A71B2C3660>, <KeyPoint 000002A71B2C3690>, <KeyPoint 000002A71B2C36C0>, <KeyPoint 000002A71B2C36F0>, <KeyPoint 000002A71B2C3720>, <KeyPoint 000002A71B2C3750>, <KeyPoint 000002A71B2C3780>, <KeyPoint 000002A71B2C37B0>, 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000002A71B2C3E40>, <KeyPoint 000002A71B2C3E70>, <KeyPoint 000002A71B2C3EA0>, <KeyPoint 000002A71B2C3ED0>, <KeyPoint 000002A71B2C3F00>, <KeyPoint 000002A71B2C3F30>, <KeyPoint 000002A71B2C3F60>, <KeyPoint 000002A71B2C3F90>, <KeyPoint 000002A71B2C3FC0>, <KeyPoint 000002A71B2EC030>, <KeyPoint 000002A71B2EC060>, <KeyPoint 000002A71B2EC090>, <KeyPoint 000002A71B2EC0C0>, <KeyPoint 000002A71B2EC0F0>, <KeyPoint 000002A71B2EC120>, <KeyPoint 000002A71B2EC150>, <KeyPoint 000002A71B2EC180>, <KeyPoint 000002A71B2EC1B0>, <KeyPoint 000002A71B2EC1E0>, <KeyPoint 000002A71B2EC210>, <KeyPoint 000002A71B2EC240>, <KeyPoint 000002A71B2EC270>, <KeyPoint 000002A71B2EC2A0>, <KeyPoint 000002A71B2EC2D0>, <KeyPoint 000002A71B2EC300>, <KeyPoint 000002A71B2EC330>, <KeyPoint 000002A71B2EC360>, <KeyPoint 000002A71B2EC390>, <KeyPoint 000002A71B2EC3C0>, <KeyPoint 000002A71B2EC3F0>, <KeyPoint 000002A71B2EC420>, <KeyPoint 000002A71B2EC450>, <KeyPoint 000002A71B2EC480>, <KeyPoint 000002A71B2EC4B0>, <KeyPoint 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000002A71B2EEA80>, <KeyPoint 000002A71B2EEAB0>, <KeyPoint 000002A71B2EEAE0>, <KeyPoint 000002A71B2EEB10>, <KeyPoint 000002A71B2EEB40>, <KeyPoint 000002A71B2EEB70>, <KeyPoint 000002A71B2EEBA0>, <KeyPoint 000002A71B2EEBD0>, <KeyPoint 000002A71B2EEC00>, <KeyPoint 000002A71B2EEC30>, <KeyPoint 000002A71B2EEC60>, <KeyPoint 000002A71B2EEC90>, <KeyPoint 000002A71B2EECC0>, <KeyPoint 000002A71B2EECF0>, <KeyPoint 000002A71B2EED20>, <KeyPoint 000002A71B2EED50>, <KeyPoint 000002A71B2EED80>, <KeyPoint 000002A71B2EEDB0>, <KeyPoint 000002A71B2EEDE0>, <KeyPoint 000002A71B2EEE10>, <KeyPoint 000002A71B2EEE40>, <KeyPoint 000002A71B2EEE70>, <KeyPoint 000002A71B2EEEA0>, <KeyPoint 000002A71B2EEED0>, <KeyPoint 000002A71B2EEF00>, <KeyPoint 000002A71B2EEF30>, <KeyPoint 000002A71B2EEF60>, <KeyPoint 000002A71B2EEF90>, <KeyPoint 000002A71B2EEFC0>, <KeyPoint 000002A71B2F1030>, <KeyPoint 000002A71B2F1060>, <KeyPoint 000002A71B2F1090>, <KeyPoint 000002A71B2F10C0>, <KeyPoint 000002A71B2F10F0>, <KeyPoint 000002A71B2F1120>, <KeyPoint 000002A71B2F1150>, <KeyPoint 000002A71B2F1180>, <KeyPoint 000002A71B2F11B0>, <KeyPoint 000002A71B2F11E0>, <KeyPoint 000002A71B2F1210>, <KeyPoint 000002A71B2F1240>, <KeyPoint 000002A71B2F1270>, <KeyPoint 000002A71B2F12A0>, <KeyPoint 000002A71B2F12D0>, <KeyPoint 000002A71B2F1300>, <KeyPoint 000002A71B2F1330>, <KeyPoint 000002A71B2F1360>, <KeyPoint 000002A71B2F1390>, <KeyPoint 000002A71B2F13C0>, <KeyPoint 000002A71B2F13F0>, <KeyPoint 000002A71B2F1420>, <KeyPoint 000002A71B2F1450>, <KeyPoint 000002A71B2F1480>, <KeyPoint 000002A71B2F14B0>, <KeyPoint 000002A71B2F14E0>, <KeyPoint 000002A71B2F1510>, <KeyPoint 000002A71B2F1540>, <KeyPoint 000002A71B2F1570>, <KeyPoint 000002A71B2F15A0>, <KeyPoint 000002A71B2F15D0>, <KeyPoint 000002A71B2F1600>, <KeyPoint 000002A71B2F1630>, <KeyPoint 000002A71B2F1660>, <KeyPoint 000002A71B2F1690>, <KeyPoint 000002A71B2F16C0>, <KeyPoint 000002A71B2F16F0>, <KeyPoint 000002A71B2F1720>]\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "img = cv2.imread('qipan.png')\n",
    "\n",
    "gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "#创建sift对象\n",
    "sift = cv2.xfeatures2d.SIFT_create()\n",
    "\n",
    "#进行检测\n",
    "kp = sift.detect(gray)\n",
    "#kp是一个列表,里面存放的是封装的KeyPoint对象\n",
    "print(kp)\n",
    "\n",
    "#绘制关键点\n",
    "cv2.drawKeypoints(gray,kp,img)\n",
    "\n",
    "cv2.imshow('img',img)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df8021bb",
   "metadata": {},
   "source": [
    "### 关键点和描述子\n",
    "关键点:位置,大小和方向\n",
    "关键点描述子:记录了关键点周围对其有共享的像素点的一组向量值,其不受仿射变换,光照变换等影响,描述子的作用就是进行特征匹配,在后面进行特征匹配的时候会用上\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "134dcf6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[  0.  26. 125. ...   0.   0.   4.]\n",
      " [  0.   0.   2. ...   0.   0.   1.]\n",
      " [  0.   0.  32. ...   0.   0.   0.]\n",
      " ...\n",
      " [  0.   0.  41. ...   0.   0.   0.]\n",
      " [  0.   0.   6. ...   0.   1.   2.]\n",
      " [  0.  15.  87. ...   0.   0.   5.]]\n",
      "(1291, 128)\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "img = cv2.imread('qipan.png')\n",
    "\n",
    "gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "#创建sift对象\n",
    "sift = cv2.xfeatures2d.SIFT_create()\n",
    "#进行检测\n",
    "kp = sift.detect(gray)\n",
    "\n",
    "#检测关键点,并计算描述子\n",
    "# kp,des = sift.compute(img,kp)\n",
    "#或者一步到位,把关键点和描述子一起检测出来\n",
    "kp,des = sift.detectAndCompute(img,None)\n",
    "\n",
    "print(des)\n",
    "print(des.shape)\n",
    "\n",
    "#绘制关键点\n",
    "cv2.drawKeypoints(gray,kp,img)\n",
    "\n",
    "cv2.imshow('img',img)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b7743bf",
   "metadata": {},
   "source": [
    "### Shi-Tomasi角点检测\n",
    "* 是Harris角点检测的改进\n",
    "* Harris角点检测计算的稳定性和K有关,而K是一个经验值,不太好设定最佳的K值\n",
    "* Shi-Tomasi发现,角点的稳定性其实和矩阵M的较小特征值有关,于是直接用较小的那个特征值作为分数,这样就不用调整k值了.\n",
    "  * Shi-Tomasi将分数改为:R = min(入1入2)\n",
    "  * 和Harris一样,如果该分数大于设定的阈值,我们就认为它是一个角点\n",
    "* goodFeaturesToTrack(image,maxCorners,qualityLevel,minDistance[,corners[,mask[,blockSize[,useHarrisDetector[,k]]]]])\n",
    "  * maxCorners:角点的最大数,值为0表示无限制\n",
    "  * qualityLevel:角点质量,小于1.0的整数,一般在0.01-0.1之间\n",
    "  * minDistance:角之间最小欧式距离,忽略小于此距离的点\n",
    "  * mask:感兴趣的区域\n",
    "  * blockSize:检测窗口大小\n",
    "  * useHarrisDetector:是否使用Harris算法\n",
    "  * k:默认是0.04"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "22579c65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "#harris\n",
    "blockSize = 2\n",
    "ksize = 3\n",
    "k = 0.04\n",
    "\n",
    "#Shi-Tomasi\n",
    "maxCorners = 1000\n",
    "q1 = 0.01\n",
    "minDistance = 10\n",
    "\n",
    "img = cv2.imread('qipan.png')\n",
    "# img = cv2.imread('qipan.png',flags=cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "#Shi-tomasi角点检测\n",
    "corners = cv2.goodFeaturesToTrack(gray,maxCorners,q1,minDistance)\n",
    "corners = np.int0(corners)\n",
    "\n",
    "#Shi-Tomasi绘制角点\n",
    "for i in corners:\n",
    "    x,y = i.ravel()   #i相当于corners中的每一行数据  ravel()把二维变一维了,即角点的坐标点 \n",
    "    cv2.circle(img,(x,y),3,(255,0,0),-1)\n",
    "\n",
    "\n",
    "cv2.imshow('img',img)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16428683",
   "metadata": {},
   "source": [
    "### SURF特征检测(加速稳健特征)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a7d14a94",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "img = cv2.imread('qipan.png')\n",
    "\n",
    "gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "#创建sift对象\n",
    "surf = cv2.xfeatures2d.SURF_create()\n",
    "#进行检测\n",
    "kp = surf.detect(gray)\n",
    "\n",
    "#检测关键点,并计算描述子\n",
    "# kp,des = sift.compute(img,kp)\n",
    "#或者一步到位,把关键点和描述子一起检测出来\n",
    "kp,des = sift.detectAndCompute(img,None)\n",
    "\n",
    "\n",
    "#绘制关键点\n",
    "cv2.drawKeypoints(gray,kp,img)\n",
    "\n",
    "cv2.imshow('img',img)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfcb85dd",
   "metadata": {},
   "source": [
    "### ORB特征检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d26e5fa8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "img = cv2.imread('qipan.png')\n",
    "\n",
    "gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "#创建ORB对象\n",
    "orb = cv2.ORB_create()\n",
    "\n",
    "#进行检测\n",
    "kp = orb.detect(gray)\n",
    "\n",
    "#检测关键点,并计算描述子\n",
    "# kp,des = sift.compute(img,kp)\n",
    "#或者一步到位,把关键点和描述子一起检测出来\n",
    "kp,des = sift.detectAndCompute(img,None)\n",
    "\n",
    "\n",
    "#绘制关键点\n",
    "cv2.drawKeypoints(gray,kp,img)\n",
    "\n",
    "cv2.imshow('orb',img)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caab1e17",
   "metadata": {},
   "source": [
    "### 暴力特征匹配\n",
    "我们获取到图像特征点和描述子之后,可以将两幅图像进行特征匹配<br>\n",
    "BF(Brute-Force)暴力特征匹配方法,通过枚举的方式进行特征匹配<br>\n",
    "暴力匹配器很简单.他使用第一组(即第一幅图像中一个特征的描述子,并使用一些距离计算将其与第二组中所有其他特征匹配.并返回最接近的一个\n",
    "* BFMatcher(normType,crossCheck)\n",
    "    * normType计算距离的方式\n",
    "        * NORM_L1,L1距离,即绝对值,SIFT和SURF使用        \n",
    "        * NORM_L2,L2距离,默认值,即平方,SIFT和SURF使用\n",
    "        * HAMMING:汉明距离.ORB使用\n",
    "    * crossCheck:是否进行交叉匹配,默认False\n",
    "* 使用match函数进行特征点匹配,返回的对象为DMatch对象.该对象具有以下属性:\n",
    "    * DMatch.distance-描述符之间的距离.越低,他就越好\n",
    "    * DMatch.trainidx-训练描述符中描述符的索引\n",
    "    * DMatch.queryidx-查询描述符中描述符的索引\n",
    "    * DMatch.imgidx-训练图像的索引\n",
    "* drawMatches绘制匹配的特征点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "caf3b01e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1291\n",
      "0.0\n",
      "1\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "img1 = cv2.imread('qipan.png')\n",
    "img2 = cv2.imread('qipan.png')\n",
    "\n",
    "gray1 = cv2.cvtColor(img1,cv2.COLOR_BGR2GRAY)\n",
    "gray2 = cv2.cvtColor(img2,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "\n",
    "sift = cv2.xfeatures2d.SIFT_create()\n",
    "\n",
    "kp1,des1 = sift.detectAndCompute(img1,None)\n",
    "kp2,des2 = sift.detectAndCompute(img2,None)\n",
    "\n",
    "#暴力特征匹配\n",
    "bf = cv2.BFMatcher(cv2.NORM_L1)\n",
    "match = bf.match(des1,des2)\n",
    "#绘制匹配特征\n",
    "result = cv2.drawMatches(img1,kp1,img2,kp2,match,None)\n",
    "print(len(match))\n",
    "print(match[1].distance)\n",
    "print(match[1].queryIdx)\n",
    "print(match[1].trainIdx)\n",
    "\n",
    "\n",
    "cv2.imshow('orb',result)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba189f1b",
   "metadata": {},
   "source": [
    "### FLANN特征匹配\n",
    "FlannBasedMatcher(index_params)(快速最近邻搜索包)\n",
    "* index_params字典:匹配算法KDTREE,LSH,SIFT和SURF使用KDTREE算法,OBR使用LSH算法\n",
    " * 设置示例: index_params = dict(algorithm = cv2.FLANN_INDEX_KDTREE,tree=5)\n",
    " * FLANN_INDEX_LSH = 6index_params = dict(algorithm=FLANN_INDEX_LSH,table_number=6,# 12 key_size=12,# 20 multi_probe_level=1#2)\n",
    "* search_params字典:指定KDTREE算法中遍历树的次数,经验值,如KDTREE设为5,那么搜索次数设为50.\n",
    " * search_params=dict(checks=50)\n",
    " \n",
    "Flann中除了普通的match方法,还有knnMatch方法\n",
    "  * 多了个参数--k,表示取欧式距离最近的前k个关键点                                                    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "822b096a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "img1 = cv2.imread('qipan.png')\n",
    "img2 = cv2.imread('qipan.png')\n",
    "\n",
    "gray1 = cv2.cvtColor(img1,cv2.COLOR_BGR2GRAY)\n",
    "gray2 = cv2.cvtColor(img2,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "\n",
    "sift = cv2.xfeatures2d.SIFT_create()\n",
    "\n",
    "kp1,des1 = sift.detectAndCompute(img1,None)\n",
    "kp2,des2 = sift.detectAndCompute(img2,None)\n",
    "\n",
    "#创建FLANN特征匹配对象\n",
    "index_params = dict(algorithm=1,trees=5)\n",
    "search_params=dict(checks=50)\n",
    "flann=cv2.FlannBasedMatcher(index_params,search_params)\n",
    "\n",
    "matches = flann.match(des1,des2)\n",
    "result = cv2.drawMatches(img1,kp1,img2,kp2,matches,None)\n",
    "\n",
    "cv2.imshow('orb',result)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e132a39",
   "metadata": {},
   "source": [
    "### 图像拼接\n",
    "1.读图片\n",
    "2.灰度化处理\n",
    "3.计算各自的特征点和描述子\n",
    "4.匹配特征\n",
    "5.根据匹配到的特征,计算单应性矩阵\n",
    "6.对图片进行透视变换\n",
    "7.创建一个大图\n",
    "8.放两张图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b992337b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "#读图片\n",
    "img1 = cv2.imread('map1.png')\n",
    "img2 = cv2.imread('map2.png')\n",
    "\n",
    "#两张图片的尺寸设置成同样大小\n",
    "img1 = cv2.resize(img1,(640,480))\n",
    "img2 = cv2.resize(img2,(640,480))\n",
    "\n",
    "#灰度化处理\n",
    "g1 = cv2.cvtColor(img1,cv2.COLOR_BGR2GRAY)\n",
    "g2 = cv2.cvtColor(img2,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "#创建sift对象\n",
    "sift = cv2.xfeatures2d.SIFT_create()\n",
    "\n",
    "kp1,des1 = sift.detectAndCompute(img1,None)\n",
    "kp2,des2 = sift.detectAndCompute(img2,None)\n",
    "\n",
    "#创建特征匹配器\n",
    "bf = cv2.BFMatcher()\n",
    "matches = bf.knnMatch(des1,des2,k=2)\n",
    "\n",
    "goods = []\n",
    "for m,n in matches:\n",
    "    if m.distance < 0.75*n.distance:\n",
    "        goods.append(m)\n",
    "\n",
    "if len(goods) >= 4:\n",
    "    #根据DMatch对象拿到各自的特征点\n",
    "    src_points = np.float32([kp1[m.queryIdx].pt for m in goods]).reshape(-1,1,2)    \n",
    "    dst_points = np.float32([kp1[m.trainIdx].pt for m in goods]).reshape(-1,1,2)\n",
    "    \n",
    "    #计算单应性矩阵\n",
    "    #第一个对变成第二个图,计算出来的单应性矩阵\n",
    "    H,_ = cv2.findHomography(src_points,dst_points,cv2.RANSAC,5)\n",
    "else:\n",
    "    print('not enough point number to compute homography matrix')\n",
    "    exit()\n",
    "#获取原始图的高和宽\n",
    "h1,w1 = img1.shape[:2]\n",
    "h2,w2 = img2.shape[:2]\n",
    "img1_pts = np.float32([[0,0],[0,h1-1],[w1-1,h1-1],[w1-1,0]]).reshape(-1,1,2) \n",
    "img2_pts = np.float32([[0,0],[0,h2-1],[w2-1,h2-1],[w2-1,0]]).reshape(-1,1,2) \n",
    "\n",
    "#根据前面计算出来的H,计算img1的四个角变换后的坐标\n",
    "img1_transform = cv2.perspectiveTransform(img1_pts,H)\n",
    "\n",
    "result_pts = np.concatenate((img2_pts,img1_tansform),axis=0)\n",
    "[x_min,y_min] = np.int32(result_pts.min(axis=0).ravel()-1)\n",
    "[x_max,y_max] = np.int32(result_pts.min(axis=0).ravel()+1)\n",
    "\n",
    "#手动构造平移矩阵\n",
    "move_matrix = np.array([[1,0,-x_min],[0,1,-y_min],[0,0,1]])\n",
    "#对img1进行平移后透视变换\n",
    "result_img = cv2.warpPerspective(img1,move_matrix.dot(H),(x_max -x_min,y_max-y_min))\n",
    "result_img[-y_min:-y_min+h2,-x_min:-x_min+w2] = img2\n",
    "cv2.imshow('result_img',result_img)\n",
    "\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37d71639",
   "metadata": {},
   "source": [
    "### 模板匹配\n",
    "matchTemplate(image,templ,method[,result[,mask]])\n",
    "* image是要匹配的图片\n",
    "* templ是模板图片\n",
    "* method是计算方式\n",
    "* result是进行匹配计算后得到的矩阵\n",
    "* mask是掩膜\n",
    "\n",
    "minMaxLoc(src[,mask])获取最大值最小值位置\n",
    "* 返回四个值,分别是最小值,最大值,最小值坐标,最大值坐标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "71f3e4e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(243, 331)\n",
      "(958, 1590)\n",
      "411009664.0\n",
      "1388475264.0\n",
      "(804, 426)\n",
      "(905, 398)\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "img = cv2.imread('cat.jpeg',0)\n",
    "template = cv2.imread('face.png',0)\n",
    "print(template.shape)\n",
    "res = cv2.matchTemplate(img,template,cv2.TM_SQDIFF)\n",
    "\n",
    "min_val,max_val,min_loc,max_loc = cv2.minMaxLoc(res)\n",
    "\n",
    "print(res.shape)\n",
    "print(min_val)\n",
    "print(max_val)\n",
    "print(min_loc)\n",
    "print(max_loc)\n",
    "\n",
    "# 画出匹配到的位置\n",
    "cv2.rectangle(img,min_loc,(min_loc[0]+template.shape[1],min_loc[1]+template.shape[0]),(0,0,255),2)\n",
    "\n",
    "cv2.imshow('img',img)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88243a26",
   "metadata": {},
   "source": [
    "# 6种匹配方式的对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "14814fcc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = cv2.imread('cat.jpeg',0)\n",
    "template = cv2.imread('face.png',0)\n",
    "# 定义六种方法的列表\n",
    "w,h = template.shape[1],template.shape[0]\n",
    "methods = ['cv2.TM_CCOEFF','cv2.TM_CCOEFF_NORMED','cv2.TM_CCORR','cv2.TM_CCORR_NORMED','cv2.TM_SQDIFF','cv2.TM_SQDIFF_NORMED']\n",
    "for method in methods:\n",
    "    img2 = img.copy()\n",
    "    \n",
    "    # 匹配\n",
    "    res = cv2.matchTemplate(img,template,eval(method))\n",
    "    min_val,max_val,min_loc,max_loc = cv2.minMaxLoc(res)\n",
    "    \n",
    "    if method in ['cv2.TM_SQDIFF','cv2.TM_SQDIFF_NORMED']:\n",
    "        top_left = min_loc\n",
    "    else:\n",
    "        top_left = max_loc\n",
    "    bottom_right = (top_left[0] + w,top_left[1] + h)\n",
    "    cv2.rectangle(img2,top_left,bottom_right,(0,0,255),2)\n",
    "    plt.subplot(121),plt.imshow(res,cmap='gray')\n",
    "    plt.axis('off')\n",
    "    plt.subplot(122),plt.imshow(img2,cmap='gray')\n",
    "    plt.axis('off')\n",
    "    plt.title(method)\n",
    "    plt.show()\n",
    "    \n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
